Source Quotes and References
Keywords
war-on-disease, 1-percent-treaty, medical-research, public-health, peace-dividend, decentralized-trials, dfda, dih, victory-bonds, health-economics, cost-benefit-analysis, clinical-trials, drug-development, regulatory-reform, military-spending, peace-economics, decentralized-governance, wishocracy, blockchain-governance, impact-investing
1.
Sinn, M. P. The 1% Treaty: An
Incentive-Compatible Approach to Ending War and Disease. https://manual.warondisease.org/knowledge/economics/1-pct-treaty-impact.html
(2025) doi:10.5281/zenodo.18161560
6,650 diseases have zero FDA-approved treatments;
at current trial capacity, exploring them takes 443 years. Redirecting
1% of military spending scales capacity 12.3x, cutting the timeline to
36 years and preventing 10.7 billion deaths. At $0.02/DALY, 9.3kx more
cost-effective than the best existing interventions. The result holds
across every specified adoption pathway.
2.
Sinn, M. P. The 1% Treaty. https://manual.warondisease.org/knowledge/solution/1-percent-treaty.html
(2025) doi:10.5281/zenodo.20076511
Your governments possess nuclear weapons
sufficient to end civilization 122 times but have not cured Alzheimer’s
once. This treaty asks them to be 1% more rational.
3.
U.S.
Congress. 21st
century cures act (2016). (2016)
Additional sources:
https://www.congress.gov/bill/114th-congress/house-bill/34 |
https://www.fda.gov/regulatory-information/selected-amendments-fdc-act/21st-century-cures-act
.4.
Harvard Kennedy School. 3.5% participation
tipping point. Harvard Kennedy School https://www.hks.harvard.edu/centers/carr/publications/35-rule-how-small-minority-can-change-world
(2020)
The research found that nonviolent
campaigns were twice as likely to succeed as violent ones, and once 3.5%
of the population were involved, they were always successful. Chenoweth
and Maria Stephan studied the success rates of civil resistance efforts
from 1900 to 2006, finding that nonviolent movements attracted, on
average, four times as many participants as violent movements and were
more likely to succeed. Key finding: Every campaign that mobilized at
least 3.5% of the population in sustained protest was successful (in
their 1900-2006 dataset) Note: The 3.5% figure is a descriptive
statistic from historical analysis, not a guaranteed threshold. One
exception (Bahrain 2011-2014 with 6%+ participation) has been
identified. The rule applies to regime change, not policy change in
democracies. Additional sources:
https://www.hks.harvard.edu/centers/carr/publications/35-rule-how-small-minority-can-change-world
|
https://www.hks.harvard.edu/sites/default/files/2024-05/Erica%20Chenoweth_2020-005.pdf
|
https://www.bbc.com/future/article/20190513-it-only-takes-35-of-people-to-change-the-world
| https://en.wikipedia.org/wiki/3.5%25_rule
.5.
UNICEF. Annual
child deaths statistic. (2024)
15,000 are
children (based on 5 million annual child deaths)
.6.
CDC.
Percentage
of preventable deaths. vol. 73 (2024)
80,000 were preventable (53% of deaths are
preventable)
.7.
GAO.
95% of diseases have 0 FDA-approved treatments. GAO https://www.gao.gov/products/gao-25-106774
(2025)
95% of diseases have no treatment
Additional sources: https://www.gao.gov/products/gao-25-106774 |
https://globalgenes.org/rare-disease-facts/
.8.
American Association for Public Opinion
Research. Best
practices for survey research. (2026).
9.
Abacum. Clinical trial costing: Phase-by-phase
budget guide. Abacum https://www.abacum.ai/blog/clinical-trial-costing
(2024).
10.
Abadie, A., Diamond, A. & Hainmueller, J.
Synthetic control
methods for comparative case studies: Estimating the effect of
california’s tobacco control program. Journal of the American
Statistical Association 105, 493–505 (2010)
The synthetic control method provides a
systematic way to choose comparison units in comparative case studies. A
combination of comparison units often provides a better comparison for
the unit affected by the policy intervention than any single comparison
unit alone.
11.
Abadie, A., Diamond, A. & Hainmueller, J.
Comparative politics and the synthetic control method. Abadie
59, 495–510 (2015)
The
synthetic control method provides a systematic way to construct
comparison units in comparative case studies, making explicit the
weights assigned to each unit.
12.
Abadie, A. Using synthetic controls:
Feasibility, data requirements, and methodological aspects.
Abadie 59, 391–425 (2021)
Synthetic control methods have become one of the
most widely used tools for evaluating the effects of policy
interventions in comparative case studies.
13.
Buchalter. SEC amends definition of accredited
investor. Buchalter Client Alert https://www.buchalter.com/insights/sec-amends-definition-of-accredited-investor/
(2020).
14.
ACLED. Active combat deaths annually.
ACLED: Global Conflict Surged 2024 https://acleddata.com/2024/12/12/data-shows-global-conflict-surged-in-2024-the-washington-post/
(2024)
2024: 233,597 deaths (30% increase
from 179,099 in 2023) Deadliest conflicts: Ukraine (67,000), Palestine
(35,000) Nearly 200,000 acts of violence (25% higher than 2023, double
from 5 years ago) One in six people globally live in conflict-affected
areas Additional sources:
https://acleddata.com/2024/12/12/data-shows-global-conflict-surged-in-2024-the-washington-post/
|
https://acleddata.com/media-citation/data-shows-global-conflict-surged-2024-washington-post
|
https://acleddata.com/conflict-index/index-january-2024/
.15.
Aczél, J. & Saaty, T. L. Procedures for
synthesizing ratio judgements. Journal of Mathematical
Psychology 27, 93–102 (1983).
16.
Grabowska, M. E., Huang, A., Wen, Z., Li, B.
& Wei, W.-Q. Drug repurposing for
alzheimer’s disease from 2012-2022: A 10-year literature review.
Frontiers in Pharmacology 14, 1257700
(2023)
573 unique drugs were proposed for
repurposing in Alzheimer’s disease over the last 10 years, including
drugs acting on the nervous system (17%), antineoplastic and
immunomodulating agents (16%), and drugs acting on the cardiovascular
system (12%). 61% of reviewed studies performed validation, yet only 4%
used real-world data.
17.
18.
Sakaeda et al. FAERS adverse event
underreporting rate. PubMed: Empirical estimation of under-reporting
in FAERS https://pubmed.ncbi.nlm.nih.gov/28447485/
(2017)
Empirical estimation: Average
reporting rate approximately 6%, meaning 94% of adverse events are
underreported Variability: 0.01% to 44% for statin events; 0.002% to
>100% for biological drugs; 20% to >100% for narrow therapeutic
index (NTI) drugs Selective reporting: Serious, unusual events more
likely reported than mild or expected ones Newly marketed drugs: Higher
reporting rates due to heightened awareness Older drugs: Events often
under-reported Note: FAERS voluntary reporting system captures only "tip
of the iceberg" of drug safety problems. Under-reporting introduces
inherent biases and limitations in pharmacovigilance data Additional
sources: https://pubmed.ncbi.nlm.nih.gov/28447485/ |
https://pmc.ncbi.nlm.nih.gov/articles/PMC12393772/
.19.
Congress.gov. Passage of the affordable care
act and pelosi quote. Congress.gov https://www.congress.gov/bill/111th-congress/house-bill/3590/text
The Affordable Care Act: 2,700 pages, "we have to
pass it to see what’s in it. Additional sources:
https://www.congress.gov/bill/111th-congress/house-bill/3590/text |
https://www.snopes.com/fact-check/pelosi-healthcare-pass-the-bill-to-see-what-is-in-it/
.20.
American Gaming Association. 2023 commercial
gaming revenue reaches $66.5B, marking third straight year of record
revenue. American Gaming Association Commercial Gaming Revenue
Tracker https://www.prnewswire.com/news-releases/2023-commercial-gaming-revenue-reaches-66-5b-marking-third-straight-year-of-record-revenue-302065607.html
(2024).
21.
PMC. Aging reversal demonstrated in mammals
using yamanaka factors. PMC: Chemically Induced Reprogramming to
Reverse Aging https://pmc.ncbi.nlm.nih.gov/articles/PMC10373966/
(2023)
Harvard/Sinclair: Loss of epigenetic
information causes aging; restoring epigenome integrity reverses aging
signs in mice OSK therapy (Oct4, Sox2, Klf4): Ectopic induction can
restore youthful DNA methylation patterns, transcript profiles, and
tissue function without erasing cellular identity Results in mice:
Systemically delivered adeno-associated viruses encoding inducible OSK
in 124-week-old mice extended median remaining lifespan by 109% over
wild-type controls Vision restored in glaucoma mice - first successful
reversal (not just halting progression) Cyclic partial reprogramming (2
days on, 5 days off) showed improvements after just 6 weeks including
reduced age-related spinal curvature Human cells: Babraham Institute
showed cellular reprogramming reverses epigenetic age of human skin
cells by 30 years Chemical alternatives: Six chemical cocktails
identified that restore youthful genome-wide transcript profile in less
than a week without compromising cellular identity Note: Demonstrates
biological aging is reversible, not inevitable; safety testing ongoing
before human application Additional sources:
https://pmc.ncbi.nlm.nih.gov/articles/PMC10373966/ |
https://www.nature.com/articles/s41467-024-46020-5 |
https://www.liebertpub.com/doi/10.1089/cell.2023.0072 |
https://clinicalepigeneticsjournal.biomedcentral.com/articles/10.1186/s13148-021-01158-7
.22.
Alexander, R. M., Mazza, S. W. & Scholz, S.
Measuring
rates of return for lobbying expenditures: An empirical case study of
tax breaks for multinational corporations. Journal of Law and
Politics 25, 401–457 (2009).
23.
Sinn, M. P. Algorithmic Public
Administration: A Protocol for Replacing Government Intermediaries with
Deterministic Functions. https://manual.warondisease.org/knowledge/appendix/algorithmic-public-administration-paper.html
(2025) doi:10.5281/zenodo.20574628
A protocol combining five primitives (transparent
ledger, preference aggregation, evidence engine, identity verification,
automated monetary policy) to replace mechanical government agency
functions, eliminating administrative intermediation costs while
preserving democratic control.
24.
Allianz Life Insurance Company of North
America. Allianz
life study finds fear of running out of money over death at record
high. (2026).
25.
Alzheimer’s Association. Annual deaths from
alzheimer’s and other dementias. Alzheimer’s Association https://www.alz.org/alzheimers-dementia/facts-figures
(2024)
Alzheimer’s | 2.6M deaths/year
Additional sources:
https://www.alz.org/alzheimers-dementia/facts-figures |
https://www.cdc.gov/nchs/fastats/alzheimers.htm
.26.
Review on Antimicrobial Resistance.
Antimicrobial resistance deaths projection. Review on Antimicrobial
Resistance https://amr-review.org/sites/default/files/160525_Final%20paper_with%20cover.pdf
(2016).
27.
Angrist, J. D. & Pischke, J.-S. The credibility revolution in
empirical economics: How better research design is taking the con out of
econometrics. Journal of Economic Perspectives
24, 3–30 (2010)
The primary
engine driving improvement has been a focus on the quality of empirical
research designs. Additional sources:
https://www.aeaweb.org/articles?id=10.1257/jep.24.2.3
.28.
Our
World in Data. Animal diseases eradicated by veterinary science. Our
World in Data: Rinderpest Eradication https://ourworldindata.org/how-rinderpest-was-eradicated
Rinderpest eradicated in 2011 - only second
disease ever eradicated after smallpox Declared globally eradicated by
UN FAO and World Organisation for Animal Health Greatest veterinary
achievement of our time" - devastating livestock disease for centuries
Note: Caused up to 90% mortality in affected herds. Eradication achieved
through coordinated international vaccination campaign launched in 1994
Additional sources:
https://ourworldindata.org/how-rinderpest-was-eradicated |
https://www.woah.org/en/disease/rinderpest/
.29.
Ansolabehere, S., Figueiredo, J. M. de &
Snyder, J. M. Why
is there so little money in u.s. politics? Journal of Economic
Perspectives 17, 105–130 (2003).
30.
Anthropic. Pricing.
(2026).
31.
NIH. Antidepressant clinical trial exclusion
rates. Zimmerman et al. https://pubmed.ncbi.nlm.nih.gov/26276679/
(2015)
Mean exclusion rate: 86.1% across 158
antidepressant efficacy trials (range: 44.4% to 99.8%) More than 82% of
real-world depression patients would be ineligible for antidepressant
registration trials Exclusion rates increased over time: 91.4%
(2010-2014) vs. 83.8% (1995-2009) Most common exclusions: comorbid
psychiatric disorders, age restrictions, insufficient depression
severity, medical conditions Emergency psychiatry patients: only 3.3%
eligible (96.7% excluded) when applying 9 common exclusion criteria Only
a minority of depressed patients seen in clinical practice are likely to
be eligible for most AETs Note: Generalizability of antidepressant
trials has decreased over time, with increasingly stringent exclusion
criteria eliminating patients who would actually use the drugs in
clinical practice Additional sources:
https://pubmed.ncbi.nlm.nih.gov/26276679/ |
https://pubmed.ncbi.nlm.nih.gov/26164052/ |
https://www.wolterskluwer.com/en/news/antidepressant-trials-exclude-most-real-world-patients-with-depression
.32.
Armed Conflict Location & Event Data
Project. Armed conflict location &
event data project (ACLED). (2025).
33.
UN
Legal. Arms trade treaty (2013) - campaign and adoption. UN
Legal https://legal.un.org/avl/ha/att/att.html
The Arms Trade Treaty (ATT) regulates
international trade in conventional arms. Adopted by UN General Assembly
April 2, 2013. Campaign duration: 10 years (2003-2013) by Control Arms
coalition Started with only 3 governments supporting (Mali, Costa Rica,
Cambodia); achieved 130 signatories Coalition published 50+ reports over
the campaign period One of the fastest multilateral treaties to enter
into force after opening for signature Additional sources:
https://legal.un.org/avl/ha/att/att.html | https://controlarms.org/att/
|
https://www.oxfamamerica.org/about-us/measuring-impact/global-arms-trade-treaty/the-international-arms-trade-treaty/
|
https://www.armscontrol.org/factsheets/arms_trade_treaty
.34.
Theodore C. Schneirla. A
unique case of circular milling in ants, considered in relation to trail
following and the general problem of orientation. American
Museum Novitates 1–26 (1944)
First
rigorous scientific analysis of circular milling (death spiral) behavior
in army ants (Labidus praedator) observed on Barro Colorado Island,
Panama. Describes how ants separated from the main column lose pheromone
trails and form circular mills, each ant following the one ahead until
exhaustion and death.
35.
Arrow, K. J. Social
Choice and Individual Values. (Kenneth J. Arrow, 1951).
Arrow’s Impossibility Theorem proves that no
rank-order voting system can satisfy all of four "fairness" criteria:
unrestricted domain, non-dictatorship, Pareto efficiency, and
independence of irrelevant alternatives. This foundational result in
social choice theory demonstrates that there is no perfect method for
aggregating individual preferences into collective decisions—all voting
systems involve tradeoffs. The theorem has profound implications for
democratic theory, welfare economics, and mechanism design, showing that
preference aggregation is irreducibly political. Additional sources:
https://www.amazon.com/Social-Choice-Individual-Values-Monograph/dp/0300013647
.36.
ASCE. 2025 Report Card for America’s
Infrastructure. https://infrastructurereportcard.org/
(2025).
37.
U.S. Congress. H.r.2961
- audit the pentagon act of 2023. (2023).
38.
Sullivan, P. GOP
weighs health care cuts to pay for iran war. (2026).
39.
Azoulay, P., Fons-Rosen, C. & Graff Zivin,
J. S. Does science
advance one funeral at a time? American Economic Review
109, 2889–2920 (2019)
Examines how the premature death of eminent life scientists alters
the vitality of their fields. After a star scientist dies, the flow of
articles by collaborators decreases but contributions from outsiders
increase markedly, drawing on a different scientific corpus and
disproportionately producing highly cited work. Validates Planck’s
observation that science advances one funeral at a
time.
40.
Fischl, M. A. et
al. The efficacy of
azidothymidine (AZT) in the treatment of patients with AIDS and
AIDS-related complex: A double-blind, placebo-controlled trial.
New England Journal of Medicine 317, 185–191
(1987)
Landmark Phase 2 trial of AZT in 282
AIDS patients. 19 placebo recipients died vs. 1 AZT recipient (P <
0.001). Trial stopped early due to overwhelming efficacy. Led to FDA
approval in record 107 days.
41.
Barro, R. J. & Redlick, C. J. Macroeconomic effects from
government purchases and taxes. The Quarterly Journal of
Economics 126, 51–102 (2011).
42.
Barta, Z. The logic of credit: How and why
credit rating agencies exercise power within global governance.
MPIfG Discussion Paper (2024).
43.
Batini, N., Di Serio, M., Fragetta, M., Melina,
G. & Waldron, A. Building back
better: How big are green spending multipliers? Ecological
Economics 193, 107305 (2021).
44.
Becker, G. S. A theory of competition among
pressure groups for political influence. Becker
98, 371–400 (1983)
Political
equilibrium depends on the efficiency of each group in producing
pressure, the effect of additional pressure on their influence, the
number of persons in different groups, and the deadweight cost of taxes
and subsidies.
45.
Buffett, W. E. Berkshire hathaway 2024
shareholder letter (performance 1965-2024). Berkshire Hathaway
Annual Report https://www.berkshirehathaway.com/letters/2024ltr.pdf
(2025).
46.
FDAReview.org. Estimated deaths due to FDA
delay in approving beta blockers. FDAReview.org: FDA Harm https://www.fdareview.org/issues/theory-evidence-and-examples-of-fda-harm/
(2011)
Beta blockers approved in Europe
mid-1970s, FDA didn’t approve until 1981 FDA estimated the drug could
save 17,000 lives/year after approval Estimated 100,000 deaths from
secondary heart attacks during 6-7 year delay Note: FDA imposed
moratorium due to possible animal carcinogenicity despite human clinical
evidence from 1974 Additional sources:
https://www.fdareview.org/issues/theory-evidence-and-examples-of-fda-harm/
|
https://www.ocregister.com/2011/02/09/walter-williams-death-by-fda-delay-denials/
.47.
Bhutta, Z. A., Das, J. K.,
Rizvi, A., et al. Evidence-based maternal and child
health interventions. The Lancet https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(13)60996-4/fulltext
(2014)
Meta-analysis of 34 evidence-based
interventions for maternal and child health demonstrates that universal
coverage with proven interventions could prevent 2.3 million neonatal
deaths and 1.5 million child deaths annually. The benefit-cost ratios
for these interventions consistently exceed 10:1.
48.
Biotechnology Innovation Organization (BIO).
BIO clinical development success rates 2011-2020. Biotechnology
Innovation Organization (BIO) https://go.bio.org/rs/490-EHZ-999/images/ClinicalDevelopmentSuccessRates2011_2020.pdf
(2021)
Phase I duration: 2.3 years average
Total time to market (Phase I-III + approval): 10.5 years average Phase
transition success rates: Phase I→II: 63.2%, Phase II→III: 30.7%, Phase
III→Approval: 58.1% Overall probability of approval from Phase I: 12%
Note: Largest publicly available study of clinical trial success rates.
Efficacy lag = 10.5 - 2.3 = 8.2 years post-safety verification.
Additional sources:
https://go.bio.org/rs/490-EHZ-999/images/ClinicalDevelopmentSuccessRates2011_2020.pdf
.49.
Wikipedia. Examples of biological immortality
and extreme longevity in nature. Wikipedia: Biological
Immortality https://en.wikipedia.org/wiki/Biological_immortality
Hydra: Biologically immortal - no mortality
increase over 4-year study, kept alive 12+ years Planarian worms:
Somatically immortal with limitless telomere regeneration, clonal lines
>15 years Axolotls: Regrow limbs, brain parts, heart tissue through
remarkable regeneration Naked mole rats: Live 37+ years (10x similar
rodents), cancer-proof, no age-related mortality increase Bowhead
whales: Live 200+ years, unique DNA repair mutations, extra
cancer-suppression genes Note: These animals demonstrate enhanced DNA
repair, abundant stem cells, telomerase activity, and cancer resistance
Additional sources: https://en.wikipedia.org/wiki/Biological_immortality
| https://pmc.ncbi.nlm.nih.gov/articles/PMC5807068/
.50.
Bordo, M. D. & Filardo, A. Deflation in
a Historical Perspective. https://www.bis.org/publ/work186.pdf
(2005)
Historical analysis of deflation
episodes from the classical gold standard era through the post-WWII
period. The "Great Deflation" of 1870-1896 saw prices fall roughly 2%
per year while real output grew 2-3% per year. Good deflation occurs
when aggregate supply increases faster than aggregate demand due to
technological advances and productivity gains.
51.
Blanes i Vidal, J., Draca, M. & Fons-Rosen,
C. Revolving door
lobbyists. American Economic Review 102,
3731–3748 (2012).
52.
Blincoe, L. J., Miller, T. R., Zaloshnja, E.
& Lawrence, B. A. The Economic and Societal Impact of Motor
Vehicle Crashes, 2010 (Revised). https://rosap.ntl.bts.gov/view/dot/78697
(2015)
In 2010, there were 32,999 people
killed, 3.9 million injured, and 24 million vehicles damaged in motor
vehicle crashes in the United States. The economic costs totaled 277billion.Whenqualityoflifevaluationsareconsidered, thetotalvalueofsocietalharmfrommotorvehiclecrasheswas871
billion, representing 1.9 percent of GDP.
53.
Bloom, N., Eifert, B., Mahajan, A., McKenzie,
D. & Roberts, J. Does management matter? Evidence from india.
Quarterly Journal of Economics; NBER Working Paper 16658 https://www.nber.org/system/files/working_papers/w16658/w16658.pdf
(2013).
54.
Bloom, N., Jones, C. I., Van Reenen, J. &
Webb, M. Research productivity declining over time. Bloom https://www.aeaweb.org/articles?id=10.1257/aer.20180338
(2020)
Research productivity is falling
sharply everywhere we look. Averaging across industries, research
productivity declines at a rate that averages about 5% per year. For
example, the number of researchers required to achieve a constant level
of Moore’s Law has risen by a factor of 18 since 1971. Note: This
finding reflects innovation productivity in traditional research models;
dFDA targets trial execution efficiency (cost per patient), not
fundamental idea generation Additional sources:
https://www.aeaweb.org/articles?id=10.1257/aer.20180338
.55.
Bloom, N., Schankerman, M. & Van Reenen, J.
Identifying technology
spillovers and product market rivalry. Econometrica
81, 1347–1393 (2013)
Estimates social returns to R&D of 20-60% through technology
spillovers, substantially exceeding private returns. Provides empirical
evidence for the positive externalities of research investment,
supporting public funding of basic research.
56.
U.S. Bureau of Labor Statistics. CPI inflation
calculator. (2024)
CPI-U (1980): 82.4
CPI-U (2024): 313.5 Inflation multiplier (1980-2024): 3.80× Cumulative
inflation: 280.48% Average annual inflation rate: 3.08% Note: Official
U.S. government inflation data using Consumer Price Index for All Urban
Consumers (CPI-U). Additional sources:
https://www.bls.gov/data/inflation_calculator.htm
.57.
U.S. Bureau of Labor Statistics. Working wives
in married-couple families, 1967–2011. (2014).
58.
Bordo, M. D., Redish, A. & Rockoff, H. Why didn’t canada have a
banking crisis in 2008 (or in 1930, or 1907, or ...)? The
Economic History Review 68, 218–243 (2015)
Canada did not have a banking crisis in 2008 or
during the Great Depression. Examines factors behind Canada’s record of
banking stability, finding that the branch banking structure (few large
banks with nationwide branches vs. thousands of small unit banks in the
US) and regulatory framework were key contributors.
59.
Borenstein, M., Hedges, L. V., Higgins, J. P.
T. & Rothstein, H. R. Introduction to Meta-Analysis. (John
Wiley; Sons, 2009). doi:10.1002/9780470743386
Comprehensive guide to meta-analysis methods.
Establishes that 10+ studies are needed for reliable heterogeneity
estimation and publication bias assessment.
60.
Borio, C., Erdem, M., Filardo, A. &
Hofmann, B. The costs of deflations: A historical perspective. BIS
Quarterly Review https://www.bis.org/publ/qtrpdf/r_qt1503e.htm
(2015)
Tested the historical link between
output growth and deflation across 140 years and up to 38 economies.
Found the link is "weak" and "derives largely from the Great
Depression." The benign output performance during the classical gold
standard period characterized those deflations as "good." Property price
deflations, not goods price deflations, are the more consistent
predictor of economic weakness.
61.
Austin Bradford Hill. The environment and
disease: Association or causation? PubMed Central: Hill 1965 https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1898525/
(1965)
Original paper establishing the 9
criteria for evaluating causal relationships in epidemiology Criteria:
Strength, Consistency, Specificity, Temporality, Biological Gradient,
Plausibility, Coherence, Experiment, Analogy Published in Proceedings of
the Royal Society of Medicine Most influential framework for assessing
causation from observational data Additional sources:
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1898525/ |
https://en.wikipedia.org/wiki/Bradford_Hill_criteria
.62.
arXiv.
Bradley-terry and PageRank models for ranking. arXiv: PageRank and
Bradley-Terry Model https://arxiv.org/abs/2402.07811
Bradley-Terry: Probability model for pairwise
comparisons (1952, earlier by Zermelo 1920s); maximum likelihood
estimation PageRank: Ranks nodes by importance in network via stationary
distribution of Markov chain Connection: Under quasi-symmetry,
Bradley-Terry scores are equivalent to scaled PageRank; ML estimates can
be approximated from limiting distribution Applications: Sports
rankings, journal citations, AI model rankings, consumer choice, search
engines Additional sources: https://arxiv.org/abs/2402.07811 |
https://en.wikipedia.org/wiki/Bradley–Terry_model |
https://www.sciencedirect.com/science/article/pii/S0950705122000314
.63.
Brav, A., Jiang, W., Partnoy, F. & Thomas,
R. Hedge
fund activism, corporate governance, and firm performance.
Journal of Finance 63, 1729–1775 (2008).
64.
The
Electoral Commission. United kingdom european union membership
referendum, 2016. The Electoral Commission https://www.electoralcommission.org.uk/who-we-are-and-what-we-do/elections-and-referendums/past-elections-and-referendums/eu-referendum
(2016)
On 23 June 2016 the United Kingdom
held a referendum on EU membership. Leave won 51.9% to 48.1% on 72.2%
turnout (33.6 million votes cast). A complex multidimensional trade and
sovereignty question was reduced to a single binary yes/no
choice.
66.
Encyclopaedia Britannica. Korean war.
(2025)
At least 2.5 million persons lost
their lives in the Korean War, encompassing military and civilian
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2024: 7 measures pulled before
election after back-room negotiations (16 since 2014) System designed to
curb special interests has instead empowered them Victory is on the side
of the biggest purse" (1923 legislative committee) Influx of special
interest propositions makes ballots longer, more confusing, less
accessible Note: Progressive Era reform meant to curb special interests
has had unintended opposite effect Additional sources:
https://carnegieendowment.org/posts/2024/11/california-2024-election-propositions-direct-democracy
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Returns for the US private equity (PE)
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IARC/WHO: Environmental and lifestyle factors
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contribute to remaining 50% for which causes currently unknown WHO: 35%
of cancer deaths worldwide are due to potentially preventable or
modifiable risk factors PMC: "Only 5-10% of all cancer cases can be
attributed to genetic defects, whereas the remaining 90-95% have their
roots in the environment and lifestyle Breakdown: 25-30% due to tobacco,
30-35% linked to diet, 15-20% due to infections, remainder from
radiation, stress, physical activity, pollutants US: 4 out of 10 cancer
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Cancer deaths: 10.4 million globally
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65.8% of deaths occur in low- to upper-middle-income countries Note:
Cancer is the second leading cause of death globally after
cardiovascular diseases. Projected to reach 18.6 million deaths by 2050
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CCPA effective January 1, 2020; CPRA (Prop 24)
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Know/access personal data; Delete data; Opt-out of sale/sharing;
Non-discrimination; Correct inaccurate data (CPRA); Limit sensitive data
use (CPRA) Enforcement: California Privacy Protection Agency (CPRA
created); Previously CA Attorney General Penalties: Up to $7,500 per
intentional violation; $2,500 per unintentional violation Additional
sources: https://oag.ca.gov/privacy/ccpa |
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(2020)
CDC distributed flawed test kits Feb
6, 2020 - contaminated reagents caused false positives 24 of 26 public
health labs found contamination, CDC recalled kits by Feb 10 Tests made
in CDC lab (not manufacturing facility), violated sound manufacturing
practices Contamination occurred in Respiratory Virus Diagnostic Lab
during processing Note: Delays had significant consequences for early
pandemic tracking and response Additional sources:
https://www.npr.org/2020/11/06/929078678/cdc-report-officials-knew-coronavirus-test-was-flawed-but-released-it-anyway
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Scientific American. Cellular turnover and
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330 billion cells replaced daily ( 1% of all
cells, 3.8 million/second) 80 grams of cellular mass turnover per day,
dominated by blood cells (86%) and gut epithelial cells (12%) Complete
body cell replacement in 80-100 days (average cell age: 7 years) Note:
Despite constant regeneration, we age due to DNA mutations that
accumulate as cells replicate Produce 2 million red blood cells per
second Generate new stomach lining every 3-5 days Replace your entire
skin every 28 days (surface cells every 2-4 weeks) Rebuild your skeleton
every 10 years Additional sources:
https://www.scientificamerican.com/article/our-bodies-replace-billions-of-cells-every-day/
|
https://wis-wander.weizmann.ac.il/life-sciences/cell-replacement-numbers
|
https://science.howstuffworks.com/life/cellular-microscopic/does-body-really-replace-seven-years.htm
|
https://www.livescience.com/33179-does-human-body-replace-cells-seven-years.html
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The median family money income of the
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Homeownership rates by decade from decennial
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Chance of American dying in foreign-born
terrorist attack: 1 in 3.6 million per year (1975-2015) Including 9/11
deaths; annual murder rate is 253x higher than terrorism death rate More
likely to die from lightning strike than foreign terrorism Note:
Comprehensive 41-year study shows terrorism risk is extremely low
compared to everyday dangers Additional sources:
https://www.cato.org/policy-analysis/terrorism-immigration-risk-analysis
|
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(1994)
US programs (1994-2023): $540B direct
savings, $2.7T societal savings ( $18B/year direct, $90B/year societal)
Global (2001-2020): $820B value for 10 diseases in 73 countries
( $41B/year) ROI: $11 return per $1 invested Measles vaccination alone
saved 93.7M lives (61% of 154M total) over 50 years (1974-2024)
Additional sources: https://www.cdc.gov/mmwr/volumes/73/wr/mm7331a2.htm
|
https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(24)00850-X/fulltext
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(2023)
Routine childhood vaccinations among
1994–2023 US birth cohorts will prevent 1.1 million deaths, 32 million
hospitalizations, and save $2.9 trillion in societal costs. Among
children born during 2018–2023, vaccinations will prevent 508,000
premature deaths and 13.5 million hospitalizations over their lifetimes.
Additional sources:
https://www.cdc.gov/mmwr/volumes/73/wr/mm7331a2.htm
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China National Statistics. China’s medical
research spending (2024): $15 billion. China National Statistics:
R&D 2024 https://www.stats.gov.cn/english/PressRelease/202502/t20250207_1958579.html
(2024)
Total R&D spending: 3.6 trillion
yuan ( $500B USD, 2024), 2.68% of GDP Basic research: 249.7 billion yuan
( $35B), 6.91% of total R&D (10.5% increase from 2023) Life sciences
is priority area alongside quantum tech, materials science, space China
is world’s 2nd largest R&D spender after US ($784B vs $723B in 2023)
Note: Specific health/medical research breakdown not publicly reported;
life sciences receives increasing investment Additional sources:
https://www.stats.gov.cn/english/PressRelease/202502/t20250207_1958579.html
| https://www.globaltimes.cn/page/202501/1327442.shtml
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Nikkei Asia. China spending on surveillance vs.
medicine. Nikkei Asia: China Public Security https://asia.nikkei.com/static/vdata/infographics/china-spends-more-on-controlling-its-1-dot-4bn-people-than-on-defense/
Domestic security/surveillance: 1.45 trillion
yuan (2023) Healthcare (public expenditure): 2.24 trillion yuan (2023)
Domestic security spending first exceeded military budget in 2010 2017:
$197B domestic security ($349B PPP basis), more than double US’s $165B
Note: While healthcare receives more total funding, domestic security
spending has tripled in past decade, emphasizing internal stability
control Additional sources:
https://asia.nikkei.com/static/vdata/infographics/china-spends-more-on-controlling-its-1-dot-4bn-people-than-on-military/
|
https://jamestown.org/program/chinas-domestic-security-spending-analysis-available-data/
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Citizens United v. FEC (2010): 5-4 Supreme Court
decision allowing unlimited corporate/union political spending Overruled
restrictions on independent expenditures, citing First Amendment Led to
creation of super PACs and massive increases in dark money Dramatically
expanded influence of wealthy donors, corporations, special interest
groups Note: Overwhelming majorities of Americans disapprove; 22+ states
voted to support constitutional amendment to overturn Additional
sources: https://supreme.justia.com/cases/federal/us/558/310/ |
https://www.brennancenter.org/our-work/research-reports/citizens-united-explained
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Free global labor mobility would increase gross
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eliminating migration barriers amount to large fractions of world
GDP—one or two orders of magnitude larger than the gains from dropping
all remaining restrictions on international flows of goods and
capital.
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Williams, R. J., Tse, T., DiPiazza, K. &
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JAMA Internal Medicine. Cost breakdown of
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Phase 2: $130K, Phase 3: $113K Note: Based on analysis of 138 clinical
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Only 3-5% of adult cancer patients in US receive
treatment within clinical trials About 5% of American adults have ever
participated in any clinical trial Oncology: 2-3% of all oncology
patients participate Contrast: 50-60% enrollment for pediatric cancer
trials (<15 years old) Note: 20% of cancer trials fail due to
insufficient enrollment; 11% of research sites enroll zero patients
Additional sources:
https://www.fightcancer.org/policy-resources/barriers-patient-enrollment-therapeutic-clinical-trials-cancer
|
https://hints.cancer.gov/docs/Briefs/HINTS_Brief_48.pdf
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PMC. Only 12% of human interactome targeted.
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Analysis of 100,000 active/recruiting/completed
trials on ClinicalTrials.gov (as of January 2025) shows cumulative
enrollment of 12.2 million participants: Phase 1 (722k), Phase 2 (2.2M),
Phase 3 (6.5M), Phase 4 (2.7M). Median participants per trial: Phase 1
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Convention on Cluster Munitions. Convention on
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Munitions https://www.clusterconvention.org/oslo-process/
The Convention on Cluster Munitions bans the use,
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timeline: February 2007 to December 2008 ( 2 years) 46 states signed
Oslo Declaration (Feb 2007); 94 states signed convention (Dec 2008) Core
Group: Norway, Austria, Ireland, Mexico, New Zealand, Peru, Holy See
Results: 29 States Parties destroyed nearly 1.4 million stockpiled
cluster munitions containing 172.9 million submunitions Additional
sources: https://www.clusterconvention.org/oslo-process/ |
https://unidir.org/files/publication/pdfs/unacceptable-harm-a-history-of-how-the-treaty-to-ban-cluster-munitions-was-won-en-258.pdf
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outcomes regardless of initial property rights. This foundational
insight—known as the Coase Theorem—demonstrates that inefficient
allocation persists due to transaction costs (information, negotiation,
enforcement), not due to the allocation problem itself. The theorem
implies that welfare-improving reforms are theoretically achievable
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approximately 0.8 percent per annum since 1980... Had regulation been
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nearly 25 percent larger by 2012 (i.e., regulatory growth since 1980
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In the 110th Congress, the House dealt
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totaling approximately 125,000 pages. At 300 words per minute (average
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CBS 60 Minutes. Percentage of time members of
congress spend fundraising. CBS 60 Minutes: Congressional
Telemarketers https://www.cbsnews.com/news/60-minutes-are-members-of-congress-becoming-telemarketers/
Recommended: 4 hours "call time" + 1 hour
"strategic outreach" = 5 hours/day out of 9-10 hour workday New members
told to spend 30 hours/week on fundraising calls since Citizens United
Tom Daschle: 67% of schedule is money-gathering in 2 years before
election Only 3-4 hours/day for actual Congressional work (hearings,
votes, constituents) Note: By law, members cannot fundraise from
offices; parties set up call centers near Capitol Additional sources:
https://www.cbsnews.com/news/60-minutes-are-members-of-congress-becoming-telemarketers/
|
https://www.huffpost.com/entry/call-time-congressional-fundraising_n_2427291
.144.
Issue One. Congressional committee assignments
have explicit fundraising price tags. Issue One: The Price of
Power https://www.issueone.org/wp-content/uploads/2017/05/price-of-power-final.pdf
(2017)
DCCC (Democratic): Speaker $31
million, "A" Committee Chairs $1.8 million, Regular members $150,000
minimum NRCC (Republican): Speaker $20 million, Power Committee Chairs
$1.2 million, Transportation Chair $875,000 Members display "giant tally
sheet" showing who has/hasn’t paid their party dues Members who don’t
pay dues get bills killed, amendments ignored, worse offices Rep. Brett
Guthrie: Paid $2.5 million (53% of campaign funds) for Energy &
Commerce Chair Rep. Rosa DeLauro: Paid $690,000 (39% of campaign funds)
for Appropriations Note: System criticized as "recipe for corruption"
disconnecting members from constituents Additional sources:
https://www.issueone.org/wp-content/uploads/2017/05/price-of-power-final.pdf
| https://theintercept.com/2019/09/03/dccc-house-committees-dues/ |
https://www.brookings.edu/articles/problems-with-the-committee-tax-in-congress/
|
https://rollcall.com/2023/02/09/gavels-for-top-house-committees-dont-always-come-cheap/
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U.S. Senate. Salary of a u.s. congressman.
U.S. Senate: Salaries https://www.senate.gov/senators/SenateSalariesSince1789.htm
Members of Congress: $174,000/year (2009-present)
Speaker of the House: $223,500/year Majority/Minority Leaders:
$193,400/year Note: Congressional salary has been frozen at $174,000
since 2009, unchanged for over 15 years Additional sources:
https://www.senate.gov/senators/SenateSalariesSince1789.htm |
https://crsreports.congress.gov
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ScienceDaily. Conscious mind controls 5% of
decisions. ScienceDaily: Unconscious Decision Making https://www.sciencedaily.com/releases/2008/04/080414145705.htm
(2008)
Conscious of only 5% of cognitive
activity; 95% is unconscious/subconscious Brain signals predict
decisions up to 7 seconds before conscious awareness 90% of buying
decisions made subconsciously Most of what we do every minute is
unconscious" - neuroscientist Paul Whelan Note: All decisions made
unconsciously first, then we "fool ourselves" into believing we
consciously made them Additional sources:
https://www.sciencedaily.com/releases/2008/04/080414145705.htm |
https://pmc.ncbi.nlm.nih.gov/articles/PMC2440575/
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Wikipedia. Control arms coalition - arms trade
treaty campaign. Wikipedia https://en.wikipedia.org/wiki/Control_Arms_Campaign
Coalition of 100+ organizations including Amnesty
International, Oxfam, and International Action Network on Small Arms
(IANSA) Campaign duration: 10 years (October 2003 - April 2013)
Published 50+ reports over the campaign period on various aspects of
arms trade regulation Campaign tactics: Publicity stunts, mass public
actions, Million Faces petition, worldwide consultations, lobbying
Achievement: Arms Trade Treaty adopted by UN General Assembly April
2013, entered into force December 2014 Additional sources:
https://en.wikipedia.org/wiki/Control_Arms_Campaign |
https://frompoverty.oxfam.org.uk/how-did-a-global-campaign-bring-about-a-un-arms-trade-treaty/
|
https://policy-practice.oxfam.org/resources/power-and-change-the-arms-trade-treaty-338471/
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149.
Copenhagen Consensus. Halftime
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150.
FTC. Children’s online privacy protection act
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Federal law effective April 21, 2000; applies to
websites/services collecting data from children under 13 Requirements:
Privacy policy; Verifiable parental consent before collecting data; Data
security; Parental review/deletion rights Applies to: For-profit
businesses collecting personal info from US children under 13 Penalties:
Up to $50,120 per violation Enforcement: FTC and State Attorneys General
Additional sources:
https://www.ftc.gov/legal-library/browse/rules/childrens-online-privacy-protection-rule-coppa
| https://en.wikipedia.org/wiki/Children’s_Online_Privacy_Protection_Act
|
https://www.ecfr.gov/current/title-16/chapter-I/subchapter-C/part-312
.151.
USA TODAY, The Arizona Republic & Center
for Public Integrity. You elected them to write new laws. They’re
letting corporations do it instead. Center for Public Integrity
https://publicintegrity.org/politics/state-politics/copy-paste-legislate/you-elected-them-to-write-new-laws-theyre-letting-corporations-do-it-instead/
(2019)
Investigation of nearly 1 million
bills across all 50 states found at least 10,000 bills almost entirely
copied from model legislation introduced over eight years, with more
than 2,100 signed into law. Sources: 4,301 from industry (42%), 4,012
from conservative groups (40%), 1,602 from liberal groups (16%), 248
other (2%).
152.
Correlates of War Project. National
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153.
Sinn, M. P. How Much Does It Cost to Buy
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What’s the maximum cost to achieve any policy
change through legal democratic channels? $25.5 billion for the US, $128
billion globally. For high-value reforms like military-to-health
reallocation, this yields a benefit-cost ratio in the tens of thousands
to one.
154.
ScienceDirect. How campaign contributions
influence politicians. ScienceDirect: Campaign Contributions &
Legislative Behavior https://www.sciencedirect.com/science/article/pii/S0047272725000179
(2010)
Research: Only 1 in 4 studies support
notion that contributions directly "buy votes Influence mechanism:
Access, agenda-setting, keeping bills off floor, earmarks, key language
in legislation (not direct votes) Average winner costs (2022): House
$2.79M, Senate $26.53M; Competitive races much higher Internal party
fundraising requirements: $100K-$30M annually; Committee positions cost
$450K 95% of House races since 2004 won by highest spender Contribution
limits: $3,300 per candidate per election (individuals); PACs gave
$289.3M total (2021-2022) Additional sources:
https://www.sciencedirect.com/science/article/pii/S0047272725000179 |
https://slate.com/news-and-politics/2010/10/how-much-does-it-cost-to-buy-a-vote.html
| https://www.opensecrets.org/elections-overview/cost-of-election |
https://issueone.org/articles/the-118th-congress-fundraising-treadmill/
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156.
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Synthetic control analysis of Costa
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157.
Costinot, A. & Rodriguez-Clare, A. Trade
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158.
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At least 38 million people have been
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159.
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Over 940,000
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counting.
160.
Crawford, N. C. & Lutz, C. Blood and treasure: United
states budgetary costs and human costs of 20 years of war.
(2023)
The total costs of the post-9/11 wars
in Iraq, Afghanistan, Pakistan, and Syria are expected to exceed $8
trillion. This includes $2.89 trillion for Iraq/Syria, veterans care
through 2050 projected at more than $2 trillion, and interest on war
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161.
Sinn, M. P. The Court of Humanity. https://manual.warondisease.org/knowledge/solution/court-of-humanity.html
(2025) doi:10.5281/zenodo.20075681
A decentralized court where 8 billion humans are
the jury, sovereign immunity is a choice nobody chose, and $104
quadrillion in unliquidated wrongful-death exposure makes the 1% Treaty
the most generous settlement offer in legal history.
162.
USC Schaeffer Center. COVID-19’s
total cost to the U.S. Economy will reach $14 trillion by
end of 2023. USC Schaeffer Center for Health Policy and
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163.
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164.
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165.
Select Subcommittee on the Coronavirus
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166.
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167.
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169.
CRFB. Medicare
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170.
Congressional Research Service. Advanced
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171.
Congressional Research Service. Defense primer:
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173.
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174.
UBS. Credit suisse global wealth report 2023.
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Total global household wealth: USD
454.4 trillion (2022) Wealth declined by USD 11.3 trillion (-2.4%) in
2022, first decline since 2008 Wealth per adult: USD 84,718 Additional
sources:
https://www.ubs.com/global/en/family-office-uhnw/reports/global-wealth-report-2023.html
.176.
ABC News. Bailed-out
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Citigroup lost $18.7 billion in 2008 and received
$45 billion in TARP bailout funds, yet paid $5.33 billion in bonuses,
with 738 employees receiving at least $1 million. Bank of America
received $45 billion in TARP and paid $3.3 billion in bonuses. Merrill
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177.
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178.
Cutler, D. M. & Summers, L. H. The
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179.
WHO. 80% of cardiovascular disease is
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As many as 80% of all heart attacks
and strokes are preventable" through addressing lifestyle risk factors
WHO: Most cardiovascular diseases can be prevented by addressing
behavioral and environmental risk factors such as tobacco use, unhealthy
diet, obesity, physical inactivity, harmful use of alcohol, and air
pollution Cleveland Clinic: "90 percent of heart disease is preventable
through healthier diet, regular exercise, and not smoking In 2 large
cohort studies, a reduction of CVD risk of >80% and diabetes >90%
were demonstrated in individuals who followed healthy lifestyle
practices Only 5% of individuals follow all lifestyle factors for
"ideal" cardiovascular health (American Heart Association) Additional
sources:
https://www.who.int/news-room/fact-sheets/detail/cardiovascular-diseases-(cvds)
| https://world-heart-federation.org/what-we-do/prevention/ |
https://newsroom.clevelandclinic.org/2021/09/29/90-percent-of-heart-disease-is-preventable-through-healthier-diet-regular-exercise-and-not-smoking
| https://www.ncbi.nlm.nih.gov/pmc/articles/PMC162259/
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Cybersecurity Ventures. Cybercrime economy
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Cybercrime https://cybersecurityventures.com/hackerpocalypse-cybercrime-report-2016/
(2016)
Global cybercrime costs: $3T (2015) →
$6T (2021) → $10.5T (2025 projected) 15% annual growth rate If measured
as country, would be 3rd largest economy after US and China Greatest
transfer of economic wealth in history Note: More profitable than global
trade of all major illegal drugs combined. Includes data theft,
productivity loss, IP theft, fraud Additional sources:
<https://cybersecurityventures.com/hackerpocalypse-cybercrime-report-2016/>
|
https://www.boisestate.edu/cybersecurity/2022/06/16/cybercrime-to-cost-the-world-10-5-trillion-annually-by-2025/
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CSO Online. 96% of cybercrimes go unpunished.
CSO Online: Why Internet Crime Goes Unpunished https://www.csoonline.com/article/2618598/why-internet-crime-goes-unpunished.html
Less than 1% of cybercrimes prosecuted (UK: 65
prosecutions vs 17,900 reported cases in 2018) 99% of cybercrimes go
unpunished Perpetrators extremely difficult to identify and pursue
Cross-national boundaries make prosecution nearly impossible Note: Rules
of evidence and international jurisdiction make cybercrime possibly
harder to prosecute than any other area of law enforcement Additional
sources:
https://www.csoonline.com/article/2618598/why-internet-crime-goes-unpunished.html
|
https://informationsecuritybuzz.com/expert-comments/only-1-of-cybercrimes-prosecuted/
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184.
United States Holocaust Memorial Museum. Darfur.
(2024)
Between 2003 and 2008, armed conflict
and targeted killings in Darfur caused about 300,000 civilian deaths and
displaced about 2.7 million civilians. The 300,000 figure originates
from UN Under-Secretary-General for Humanitarian Affairs John Holmes,
who in April 2008 described it as a reasonable extrapolation from a 2006
estimate of 200,000 deaths.
185.
World Bank. World development indicators.
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186.
Dawson, J. W. & Seater, J. J. Federal
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Federal regulations added over the past fifty years have reduced
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187.
World Bank Group. Disease control priorities, third edition
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188.
Rogers et al. Decentralized clinical trials
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DCTs are developing rapidly. However,
there is insufficient evidence to confirm which methods are most
effective in trial recruitment, retention, or overall cost." Despite
this, DCTs have demonstrated potential for significant cost reductions
(20-50.0% or more) through reduced site management, travel, and
streamlined data collection. DCTs are considered cost-saving by reducing
the number of onsite patient visits and decreasing the costs related to
time for study nurses and clinicians. Additional sources:
https://discovery.dundee.ac.uk/ws/files/72718478/Brit_J_Clinical_Pharma_2022_Rogers_A_systematic_review_of_methods_used_to_conduct_decentralised_clinical_trials.pdf
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Science 37: $40M raised Thread: up to
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https://www.mobihealthnews.com/news/exo-raises-40m-handheld-ultrasound-decentralized-trial-platforms-raise-nearly-100m-and-more
|
https://www.pharmasalmanac.com/articles/umotif-the-patient-first-data-capture-and-decentralized-clinical-trials-platform-announces-25.5m-of-new-investment-from-a-fund-managed-by-athyrium-capital-management
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191.
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Cardiovascular disease: 19.2-20.5
million deaths annually (2023 data) Terrorism: approximately 25,000
deaths per year CVD accounts for 1 in 3 global deaths - the leading
cause for over 30 years Note: CVD deaths increased 60% from 12.1M (1990)
to 20.5M (2021). 4 in 5 CVD deaths occur in low- and middle-income
countries Additional sources:
https://www.healthdata.org/news-events/newsroom/news-releases/report-cardiovascular-diseases-caused-1-3-global-deaths-2023
|
https://world-heart-federation.org/wp-content/uploads/World-Heart-Report-2023.pdf
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Delaware Division of Corporations. Delaware has
more corporate entities than residents. Delaware Division of
Corporations: 2020 Annual Report https://corp.delaware.gov/stats/2020-annual-report/
(2020)
Delaware population: <1 million
residents Business entities: 1.6 million+ (2020) - 2:1 ratio over
residents 2019: 1.5 million entities vs <1M people 66% of Fortune 500
incorporated in Delaware 93% of US IPOs are Delaware entities Note:
249,427 new business entities added in 2020 alone. Unique 2:1
corporation-to-resident ratio Additional sources:
https://corp.delaware.gov/stats/2020-annual-report/ |
https://press.princeton.edu/ideas/hal-weitzman-on-whats-the-matter-with-delaware
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United Nations Department of Economic and
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Schistosomiasis treatment: $28.19-$70.48 per DALY
(using arithmetic means with varying disability weights)
Soil-transmitted helminths (STH) treatment: $82.54 per DALY (midpoint
estimate) Note: GiveWell explicitly states this 2011 analysis is "out of
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Sinn, M. P. Ubiquitous Pragmatic Trial
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Only 15 diseases/year get their first treatment
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would take 443 years to clear. Integrating pragmatic trials into
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197.
Sinn, M. P. The Continuous Evidence
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We present the Predictor Impact Score (PIS), a
novel composite metric operationalizing Bradford Hill causality criteria
for automated signal detection from aggregated N-of-1 observational
studies. Combined with pragmatic trial confirmation (based on evidence
from 108+ embedded trials), this two-stage framework would generate
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198.
International Diabetes Federation. Annual
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Furuyama, K. et
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reprogramming of alpha cells into beta cells, induced by viral gene
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Used
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reprogramming alpha cells into functional insulin-producing beta cells.
Reversed autoimmune diabetes in mice, demonstrating gene therapy
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200.
DiMasi, J. A., Grabowski, H. G. & Hansen,
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201.
NYU Stern. Lobbying spending and returns for
disease advocacy groups. NYU Stern: Lobbying Influences NIH
Funding https://www.stern.nyu.edu/experience-stern/news-events/new-research-finds-special-interest-lobbying-does-influence-nih-research-funding
(2024)
Each $1,000 spent on lobbying
correlated with $25,000 funding increase following year (53 diseases, 19
years) Rare disease advocates increased NIH rare-disease funding
3-15%/year (1998-2008) via millions in lobbying Specific examples:
Alzheimer’s Association secured $100M NIH increase (FY2024); ME/CFS
Initiative helped secure >$1B for long-COVID General ratio: Disease
advocacy lobbying yields significant ROI, though specific "$100M →
$1.8B" not verified Additional sources:
https://www.stern.nyu.edu/experience-stern/news-events/new-research-finds-special-interest-lobbying-does-influence-nih-research-funding
| https://www.nature.com/articles/515019a |
https://www.alz.org/news/2024/congress-bipartisan-funding-alzheimers-research
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WHO. Annual global economic burden of
alzheimer’s and other dementias. WHO: Dementia Fact Sheet https://www.who.int/news-room/fact-sheets/detail/dementia
(2019)
Global cost: $1.3 trillion (2019
WHO-commissioned study) 50% from informal caregivers (family/friends, 5
hrs/day) 74% of costs in high-income countries despite 61% of patients
in LMICs $818B (2010) → $1T (2018) → $1.3T (2019) - rapid growth Note:
Costs increased 35% from 2010-2015 alone. Informal care represents
massive hidden economic burden Additional sources:
https://www.who.int/news-room/fact-sheets/detail/dementia |
https://alz-journals.onlinelibrary.wiley.com/doi/10.1002/alz.12901
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JAMA Oncology. Annual global economic burden of
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(2020)
2020-2050 projection: $25.2 trillion
total ($840B/year average) 2010 annual cost: $1.16 trillion (direct
costs only) Recent estimate: $3 trillion/year (all costs included) Top
5 cancers: lung (15.4%), colon/rectum (10.9%), breast (7.7%), liver
(6.5%), leukemia (6.3%) Note: China/US account for 45% of global burden;
75% of deaths in LMICs but only 50.0% of economic cost Additional
sources:
https://jamanetwork.com/journals/jamaoncology/fullarticle/2801798 |
https://www.nature.com/articles/d41586-023-00634-9
.204.
Diabetes Care. Annual global economic burden of
diabetes. Diabetes Care: Global Economic Burden https://diabetesjournals.org/care/article/41/5/963/36522/Global-Economic-Burden-of-Diabetes-in-Adults
2015: $1.3 trillion (1.8% of global GDP) 2030
projections: $2.1T-2.5T depending on scenario IDF health expenditure:
$760B (2019) → $845B (2045 projected) 2/3 direct medical costs ($857B),
1/3 indirect costs (lost productivity) Note: Costs growing rapidly;
expected to exceed $2T by 2030 Additional sources:
https://diabetesjournals.org/care/article/41/5/963/36522/Global-Economic-Burden-of-Diabetes-in-Adults
| https://doi.org/10.1016/S2213-8587(17)30097-9
.205.
Cook, C., Cole, G., Asaria, P., Jabbour, R.
& Francis, D. P. Annual global economic burden of heart disease.
International Journal of Cardiology https://www.internationaljournalofcardiology.com/article/S0167-5273(13)02238-9/abstract
(2014)
Heart failure alone: $108 billion/year
(2012 global analysis, 197 countries) US CVD: $555B (2016) → projected
$1.8T by 2050 LMICs total CVD loss: $3.7T cumulative (2011-2015, 5-year
period) CVD is costliest disease category in most developed nations
Note: No single $2.1T global figure found; estimates vary widely by
scope and year Additional sources:
https://www.ahajournals.org/doi/10.1161/CIR.0000000000001258
.206.
Calculated from IHME Global Burden of Disease
(2.55B DALYs) and global GDP per capita valuation. $109 trillion annual
global disease burden.
The global economic
burden of disease, including direct healthcare costs ($8.2 trillion) and
lost productivity ($100.9 trillion from 2.55 billion DALYs × $39,570 per
DALY), totals approximately $109.1 trillion annually.
207.
Barabási et al. Disease network overlap
(network medicine). Barabási et al. https://www.nature.com/articles/nrg2918
(2011)
Diseases cluster on shared biological
networks, meaning drugs for one condition may plausibly affect many
others. Additional sources:
https://www.nature.com/articles/nrg2918
.208.
ScienceDaily. Global prevalence of chronic
disease. ScienceDaily: GBD 2015 Study https://www.sciencedaily.com/releases/2015/06/150608081753.htm
(2015)
2.3 billion individuals had more than
five ailments (2013) Chronic conditions caused 74% of all deaths
worldwide (2019), up from 67% (2010) Approximately 1 in 3 adults suffer
from multiple chronic conditions (MCCs) Risk factor exposures: 2B
exposed to biomass fuel, 1B to air pollution, 1B smokers Projected
economic cost: $47 trillion by 2030 Note: 2.3B with 5+ ailments is more
accurate than "2B with chronic disease." One-third of all adults
globally have multiple chronic conditions Additional sources:
https://www.sciencedaily.com/releases/2015/06/150608081753.htm |
https://pmc.ncbi.nlm.nih.gov/articles/PMC10830426/ |
https://pmc.ncbi.nlm.nih.gov/articles/PMC6214883/
.209.
Calculated from Orphanet Journal of Rare
Diseases (2024). Diseases getting first effective treatment each year.
Calculated from Orphanet Journal of Rare Diseases (2024) https://ojrd.biomedcentral.com/articles/10.1186/s13023-024-03398-1
(2024)
Under the current system,
approximately 10-15 diseases per year receive their FIRST effective
treatment. Calculation: 5% of 7,000 rare diseases ( 350) have
FDA-approved treatment, accumulated over 40 years of the Orphan Drug Act
= 9 rare diseases/year. Adding 5-10 non-rare diseases that get first
treatments yields 10-20 total. FDA approves 50 drugs/year, but many
are for diseases that already have treatments (me-too drugs, second-line
therapies). Only 15 represent truly FIRST treatments for previously
untreatable conditions.
210.
Disley, E., Rubin, J., Scraggs, E., Burrowes,
N. & Culley, D. Lessons learned from the planning and early
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(2011).
211.
SIPRI. 36:1 disparity ratio of spending on
weapons over cures. SIPRI: Military Spending https://www.sipri.org/commentary/blog/2016/opportunity-cost-world-military-spending
(2016)
Global military spending: $2.7
trillion (2024, SIPRI) Global government medical research: $68 billion
(2024) Actual ratio: 39.7:1 in favor of weapons over medical research
Military R&D alone: $85B (2004 data, 10% of global R&D)
Military spending increases crowd out health: 1% ↑ military = 0.62% ↓
health spending Note: Ratio actually worse than 36:1. Each 1% increase
in military spending reduces health spending by 0.62%, with effect more
intense in poorer countries (0.962% reduction) Additional sources:
https://www.sipri.org/commentary/blog/2016/opportunity-cost-world-military-spending
| https://pmc.ncbi.nlm.nih.gov/articles/PMC9174441/ |
https://www.congress.gov/crs-product/R45403
.212.
U.S. Department of Defense. Department of
defense releases the president’s fiscal year 2025 defense budget.
U.S. Department of Defense https://www.war.gov/News/Releases/Release/Article/3703410/department-of-defense-releases-the-presidents-fiscal-year-2025-defense-budget/
(2024).
213.
U.S. Department of Defense. Senior officials
outline president’s proposed FY26 defense budget. U.S. Department of
Defense https://www.war.gov/News/News-Stories/Article/article/4227847/senior-officials-outline-presidents-proposed-fy26-defense-budget/
(2025).
214.
U.S. DOE. Pathways to Commercial Liftoff:
Clean Energy. https://liftoff.energy.gov/
(2024).
215.
U.S. Department of Justice. U.s.
And five gulf states reach historic settlement with BP to resolve civil
lawsuit over deepwater horizon oil spill. (2015).
216.
U.S. Department of Justice. The false claims
act. (2025).
217.
U.S. Department of Justice. Justice
manual 9-28.000: Principles of federal prosecution of business
organizations. (2024).
218.
U.S. Department of Justice. Justice
department announces largest health care fraud settlement in its
history. (2009).
219.
U.S. Department of Justice. Volkswagen
AG agrees to plead guilty and pay $4.3 billion in criminal and civil
penalties. (2017).
220.
DOT. DOT value of statistical life ($13.6M).
DOT: VSL Guidance 2024 https://www.transportation.gov/office-policy/transportation-policy/revised-departmental-guidance-on-valuation-of-a-statistical-life-in-economic-analysis
(2024)
Current VSL (2024): $13.7 million
(updated from $13.6M) Used in cost-benefit analyses for transportation
regulations and infrastructure Methodology updated in 2013 guidance,
adjusted annually for inflation and real income VSL represents aggregate
willingness to pay for safety improvements that reduce fatalities by one
Note: DOT has published VSL guidance periodically since 1993. Current
$13.7M reflects 2024 inflation/income adjustments Additional sources:
https://www.transportation.gov/office-policy/transportation-policy/revised-departmental-guidance-on-valuation-of-a-statistical-life-in-economic-analysis
|
https://www.transportation.gov/regulations/economic-values-used-in-analysis
.221.
U.S. Department of Transportation. Departmental
guidance on valuation of a statistical life in economic analysis.
(2024).
222.
Downes, A. B. Catastrophic
Success: Why Foreign-Imposed Regime Change Goes Wrong. (Cornell
University Press, 2021).
Systematic
quantitative study of regime change operations from 1816-2008. Found
that foreign-imposed regime change frequently leads to civil war in the
target state, with the probability of civil war increasing significantly
in the decade following imposed regime change. Peer-reviewed political
science at Georgetown University.
223.
Downs, A. An Economic
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224.
Drug Policy Alliance. Drug war cost
analysis. (2016)
The US has spent over $1
trillion on the drug war since 1971. Portugal’s 2001 decriminalization
provides a natural experiment: drug use rates remained stable while HIV
infections among people who inject drugs fell 95%, overdose deaths
dropped, and incarceration costs declined significantly. The net welfare
effect of prohibition compared to harm reduction approaches is strongly
negative.
225.
McDonald, C. M. et
al. A
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27, 1021–1029 (2017)
Phase
III trial of drisapersen for Duchenne muscular dystrophy failed to show
clinical benefit (P=0.415). FDA rejected approval in 2016 due to safety
concerns including thrombocytopenia in 2% of patients, renal toxicity,
and injection site reactions in 79% of patients. BioMarin discontinued
development. Example of regulatory system preventing approval of
ineffective drug with serious adverse effects.
226.
Tufts CSDD. Cost of drug development.
Various estimates suggest $1.0 - $2.5 billion to
bring a new drug from discovery through FDA approval, spread across 10
years. Tufts Center for the Study of Drug Development often cited for
$1.0 - $2.6 billion/drug. Industry reports (IQVIA, Deloitte) also
highlight $2+ billion figures.
227.
Drugs.com. Time to develop one drug: 17 years.
Drugs.com https://www.drugs.com/fda-approval-process.html
Time to develop one drug: 17 years Additional
sources: https://www.drugs.com/fda-approval-process.html |
https://www.fdareview.org/issues/the-drug-development-and-approval-process/
.228.
Wikipedia. Drug price competition and patent
term restoration act of 1984. Wikipedia: Hatch-Waxman Act https://en.wikipedia.org/wiki/Drug_Price_Competition_and_Patent_Term_Restoration_Act
Also known as: Hatch-Waxman Act (Public Law
98-417) Signed by Reagan: September 24, 1984 Sponsors: Rep. Henry Waxman
(CA) and Sen. Orrin Hatch (UT) Created modern generic drug regulation
system via Abbreviated New Drug Applications (ANDAs) Patent term
extension: Up to 5 years (max 14 years total from approval) Generic
incentive: 180 days market exclusivity for first paragraph IV
certification 5-year data exclusivity for new chemical entities Note:
Landmark legislation balancing generic access with innovation
incentives. Generic manufacturers only need to show bioequivalence, not
repeat clinical trials Additional sources:
https://en.wikipedia.org/wiki/Drug_Price_Competition_and_Patent_Term_Restoration_Act
| https://www.congress.gov/bill/98th-congress/house-bill/3605 |
https://www.everycrsreport.com/reports/R44643.html
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Broad Institute. Drug repurposing hub (broad
institute). Broad Institute https://www.broadinstitute.org/drug-repurposing-hub
(2017)
The Drug Repurposing Hub contains
4,707 hand-curated compounds (later expanded to 6,801), including 3,422
drugs that are marketed or have been in clinical trials. The collection
includes 1,988 approved/marketed drugs and 1,348 compounds that cleared
at least phase 1 clinical testing. Additional sources:
https://www.broadinstitute.org/drug-repurposing-hub |
https://pmc.ncbi.nlm.nih.gov/articles/PMC5568558/
.230.
Nature Medicine. Drug repurposing rate ( 30%).
Nature Medicine https://www.nature.com/articles/s41591-024-03233-x
(2024)
Approximately 30% of drugs gain at
least one new indication after initial approval. Additional sources:
https://www.nature.com/articles/s41591-024-03233-x
.231.
Nature Reviews Drug Discovery. Drug trial
success rate from phase i to approval. Nature Reviews Drug
Discovery: Clinical Success Rates https://www.nature.com/articles/nrd.2016.136
(2016)
Overall Phase I to approval: 10-12.8%
(conventional wisdom 10%, studies show 12.8%) Recent decline: Average
LOA now 6.7% for Phase I (2014-2023 data) Leading pharma companies:
14.3% average LOA (range 8-23%) Varies by therapeutic area: Oncology
3.4%, CNS/cardiovascular lowest at Phase III Phase-specific success:
Phase I 47-54%, Phase II 28-34%, Phase III 55-70% Note: 12% figure
accurate for historical average. Recent data shows decline to 6.7%, with
Phase II as primary attrition point (28% success) Additional sources:
https://www.nature.com/articles/nrd.2016.136 |
https://pmc.ncbi.nlm.nih.gov/articles/PMC6409418/ |
https://academic.oup.com/biostatistics/article/20/2/273/4817524
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Drug Policy Alliance. The drug war by the
numbers. (2021)
Since 1971, the war on
drugs has cost the United States an estimated $1 trillion in
enforcement. The federal drug control budget was $41 billion in 2022.
Mass incarceration costs the U.S. at least $182 billion every year, with
over $450 billion spent to incarcerate individuals on drug charges in
federal prisons.
233.
Drutman, L. The Business of America Is
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234.
Duan, N., Kravitz, R. L. & Schmid, C. H.
Single-patient (n-of-1) trials: A pragmatic clinical decision
methodology. PubMed https://pubmed.ncbi.nlm.nih.gov/23849149/
(2013)
Single-patient trials (SPTs, a.k.a.
n-of-1 trials) are multiple-period crossover trials conducted within
individual patients Application of 2,154 single-patient trials in 108
studies for diverse clinical conditions Conditions addressed:
neuropsychiatric (36%), musculoskeletal (21%), pulmonary (13%) Published
in Journal of Clinical Epidemiology, 66(8 Suppl): S21-S28 DOI:
10.1016/j.jclinepi.2013.04.006 Additional sources:
https://pubmed.ncbi.nlm.nih.gov/23849149/ |
https://pmc.ncbi.nlm.nih.gov/articles/PMC3972259/ |
https://www.sciencedirect.com/science/article/pii/S089543561300156X
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Dunbar, R. I. M. Dunbar’s number.
Dunbar https://doi.org/10.1016/0047-2484(92)90081-J
(1992)
The cognitive limit to the number of
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approximately 150. Additional sources:
https://doi.org/10.1016/0047-2484(92)90081-J
.236.
Sinn, M. P. The Earth Optimization
Prize. https://manual.warondisease.org/knowledge/strategy/earth-optimization-prize.html
(2025) doi:10.5281/zenodo.19076597
Reward humanity for raising healthy life years
and median income within 15 years. PRIZE keeps depositors on the failure
branch, VOTE rewards recruiters on the success branch, and Earth
Optimization Protocol v1 is only the current instruction manual for
trying to win.
237.
Sinn, M. P. Earth Optimization Prize
Protocol: Technical Specification. https://manual.warondisease.org/knowledge/appendix/earth-optimization-prize-protocol.html
(2025) doi:10.5281/zenodo.19080244
Technical specification for interoperable outcome
prize pools structured as a dominant assurance contract. Covers
cross-pool proof-of-personhood, a permissionless pool registry, VOTE and
PRIZE token mechanics, direct cross-pool claims, tamper-evident
scoreboard aggregation, and a terminal general-welfare metric oracle
including decentralized surveys.
238.
Sinn, M. P. Earth Optimization Protocol:
Technical Specification. https://manual.warondisease.org/knowledge/appendix/earth-optimization-prize-protocol.html
(2025)
Technical specification for
interoperable outcome prize pools: cross-pool proof-of-personhood,
permissionless pool registry, VOTE and PRIZE token mechanics, cross-pool
claim settlement, tamper-evident scoreboard aggregation, and terminal
metric oracle design.
239.
eClinicalMedicine.
Statins and polypill cost-effectiveness. eClinicalMedicine https://www.thelancet.com/journals/eclinm/article/PIIS2589-5370(22)00155-2/fulltext)00155-2/fulltext
(2022)
Polypill strategy was cost-effective
compared to other strategies for most sub-groups, ranging from dominance
(cost-saving) to £18,811 per QALY. Standard statin was cost-effective
across all categories with incremental cost per QALY from £280 to
£8,530. In high-risk populations, polypill and statin interventions are
often cost-saving. Additional sources:
https://www.thelancet.com/journals/eclinm/article/PIIS2589-5370(22)00155-2/fulltext)00155-2/fulltext
.240.
EPI. Education investment economic multiplier
(2.1). EPI: Public Investments Outside Core Infrastructure https://www.epi.org/publication/bp348-public-investments-outside-core-infrastructure/
Early childhood education: Benefits 12X outlays
by 2050; $8.70 per dollar over lifetime Educational facilities: $1 spent
→ $1.50 economic returns Energy efficiency comparison: 2-to-1
benefit-to-cost ratio (McKinsey) Private return to schooling: 9% per
additional year (World Bank meta-analysis) Note: 2.1 multiplier aligns
with benefit-to-cost ratios for educational infrastructure/energy
efficiency. Early childhood education shows much higher returns (12X by
2050) Additional sources:
https://www.epi.org/publication/bp348-public-investments-outside-core-infrastructure/
|
https://documents1.worldbank.org/curated/en/442521523465644318/pdf/WPS8402.pdf
|
https://freopp.org/whitepapers/establishing-a-practical-return-on-investment-framework-for-education-and-skills-development-to-expand-economic-opportunity/
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Eggers, A. C. & Hainmueller, J. MPs for sale? Returns
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242.
Tassava, C. J. The american economy during
world war II. EH.net Encyclopedia https://eh.net/encyclopedia/the-american-economy-during-world-war-ii/
(2008)
US defense spending rose from 1.4% of
GDP in 1940 to over 36% by 1944-45. Military personnel grew from 334,000
in 1939 to 12.2 million by 1945, a 36-fold increase. War-related
production went from 2% of GNP to 40% by 1943.
243.
U.S. Energy Information Administration.
Country Analysis Brief: Libya. https://www.eia.gov/international/content/analysis/countries_long/Libya/pdf/libya.pdf
(2024).
244.
U.S. Food and Drug Administration. FDA
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245.
Ramsberg, J. & Platt, R. Opportunities and
barriers for pragmatic embedded trials: Triumphs and tribulations.
Harvard Medical School/Harvard Pilgrim Health Care Institute https://pmc.ncbi.nlm.nih.gov/articles/PMC6508852/
(2018)
Meta-analysis of 108 embedded
pragmatic clinical trials (2006-2016). The median cost per patient was
$97 (mean $478) across all trials reviewed. 25% of studies cost less
than $19 per patient. US studies had higher median costs ($187 vs $27
non-US). Registry-based trials were less expensive than EHR-based
trials. Traditional RCT comparison: $16,600/patient (Berndt &
Cockburn 2014). The 108 trials had median enrollment of 5,540 patients
with broad eligibility criteria. 81% used cluster randomization. Trials
spanned 15 countries, infectious diseases (25%), cardiovascular (18%),
diabetes (12%). Additional sources:
https://pmc.ncbi.nlm.nih.gov/articles/PMC6508852/
.246.
European Molecular Biology Laboratory. Computational
protein design and protein structure prediction win nobel prize in
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247.
Mexico News Daily. Survey
finds mexican migrants pay average of US $7,000 to ’coyotes’.
(2023).
248.
University of Chicago Business Law Review.
Hedge fund activism: Engine no. 1 and ExxonMobil. University of
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(2021).
249.
Costs of War Project, Brown University Watson
Institute. Environmental cost of war ($100B annually). Brown Watson
Costs of War: Environmental Cost https://watson.brown.edu/costsofwar/costs/social/environment
War on Terror emissions: 1.2B metric tons GHG
(equivalent to 257M cars/year) Military: 5.5% of global GHG emissions
(2X aviation + shipping combined) US DoD: World’s single largest
institutional oil consumer, 47th largest emitter if nation Cleanup
costs: $500B+ for military contaminated sites Gaza war environmental
damage: $56.4B; landmine clearance: $34.6B expected Climate finance gap:
Rich nations spend 30X more on military than climate finance Note:
Military activities cause massive environmental damage through GHG
emissions, toxic contamination, and long-term cleanup costs far
exceeding current climate finance commitments Additional sources:
https://watson.brown.edu/costsofwar/costs/social/environment |
https://earth.org/environmental-costs-of-wars/ |
https://transformdefence.org/transformdefence/stats/
.250.
EPA. EPA value of statistical life ($9.6M).
EPA: Mortality Risk Valuation https://www.epa.gov/environmental-economics/mortality-risk-valuation
(2017)
EPA 2010 Guidelines: $7.9M (2008
dollars) → $9.7M (2013 dollars/income adjusted) Current EPA VSL: $10
million (highest among federal agencies) Based on 1997 Clean Air Act
analysis; updated for inflation/income but not methodology Uses
wage-risk literature (21 studies) and stated preference studies (5
studies) Used in cost-benefit analyses for environmental, health, and
safety regulations Note: $9.6-9.7M represents EPA’s VSL with
inflation/income adjustments. Base methodology hasn’t been updated since
1997 Additional sources:
https://www.epa.gov/environmental-economics/mortality-risk-valuation |
https://www.rff.org/publications/working-papers/revisiting-the-environmental-protection-agencys-value-of-statistical-life/
|
https://www.epa.gov/sites/default/files/2017-12/documents/ee-0483_all.pdf
.251.
Economic Policy Institute. Growing
inequalities, reflecting growing employer power, have generated a
productivity–pay gap since 1979. (2024).
252.
Economic Policy Institute. The productivity-pay
gap. (2024)
Since 1979, net productivity
has grown 64.6% while hourly compensation of production and
nonsupervisory workers grew just 14.8%. If workers’ pay had kept pace
with productivity, the median worker would earn approximately $10,000
more per year.
253.
e-Residency.
Estonia e-residency statistics. e-Residency https://www.e-resident.gov.ee/dashboard/
(2024)
Estonia’s e-Residency program has
issued digital identities to over 100,000 people from 170+ countries,
demonstrating global-scale digital identity verification. Additional
sources: https://www.e-resident.gov.ee/dashboard/
.254.
EMA. EU compassionate use program for
experimental drugs. EMA: Compassionate Use https://www.ema.europa.eu/en/human-regulatory-overview/research-development/compassionate-use
Established by: Article 83 of Regulation (EC) No
726/2004 Eligibility: Life-threatening, long-lasting, or seriously
debilitating illnesses Requires: No satisfactory authorized treatment;
medicine in trials or approval process EMA role: CHMP provides
recommendations; national authorities implement programs Pan-European
programs rare: Only 6 approved by EMA in last 10 years vs hundreds of
national programs Each EU member state sets own rules and procedures
Note: Pan-European framework exists but rarely used due to complex
navigation across varying national regulations. Most programs remain
country-specific Additional sources:
https://www.ema.europa.eu/en/human-regulatory-overview/research-development/compassionate-use
| https://pmc.ncbi.nlm.nih.gov/articles/PMC5116859/ |
https://www.eurordis.org/information-support/compassionate-use/
.255.
EU
Digital Strategy. EU eIDAS network for electronic identification. EU
Digital Strategy: eIDAS Regulation https://digital-strategy.ec.europa.eu/en/policies/eidas-regulation
(2014)
eIDAS = Electronic IDentification,
Authentication and trust Services Regulation (EU) No 910/2014 -
establishes framework for digital identity/authentication Mutual
recognition: Member states must recognize each other’s national eID
schemes Interoperability: Technology-neutral framework enabling seamless
cross-border authentication Levels of Assurance (LoA): Low, substantial,
or high confidence in identification eIDAS 2.0: Introduces European
Digital Identity Wallets (EUDI Wallets) - standardized throughout EU
Citizens/businesses can use eIDs from one member state to access
services in another Note: eIDAS 2.0 enhances original framework with
digital identity wallets operating seamlessly across all EU member
states. Crucial for secure cross-border electronic transactions
Additional sources:
https://digital-strategy.ec.europa.eu/en/policies/eidas-regulation |
https://eur-lex.europa.eu/eli/reg/2014/910/oj/eng |
https://en.wikipedia.org/wiki/EIDAS
.256.
HRB. Horizon europe health budget (2021-2027):
€8.2 billion. HRB: Horizon Europe Health Information https://www.hrb.ie/funding/funding-opportunities/eu-funding-support/horizon-europe-information/
Horizon Europe total budget: €95.5 billion
(2021-2027) Cluster 1 "Health": €8.246 billion dedicated to health
research Alternative figures: €7.7B (some sources) or €8.3B (including
Next Generation EU: +€1.1B) Managed by: Health and Digital Executive
Agency (HaDEA) Pillars structure: Cluster 1 Health falls under Pillar 2
(Global Challenges) Note: Most consistent official figure is €8.246B for
Cluster 1 Health. Variations reflect different components or inclusion
of Next Generation EU supplemental funds Additional sources:
https://www.hrb.ie/funding/funding-opportunities/eu-funding-support/horizon-europe-information/
| https://hadea.ec.europa.eu/programmes/horizon-europe/health_en |
https://www.healthncp.net/horizon-europe
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Publications Office of the European Union. EUR-lex: Access to european union
law. (2025).
258.
Lieberman, D. Evolutionary mismatch and modern
disease. Lieberman https://www.penguinrandomhouse.com/books/206671/the-story-of-the-human-body-by-daniel-e-lieberman/
(2013)
Many modern diseases result from a
mismatch between our evolutionary adaptations and current environments,
particularly regarding diet and physical activity. Additional sources:
https://www.penguinrandomhouse.com/books/206671/the-story-of-the-human-body-by-daniel-e-lieberman/
.259.
Environmental Working Group. US farm subsidy
database and analysis. Environmental Working Group https://farm.ewg.org/ (2024)
US agricultural subsidies total approximately $30
billion annually, but create much larger economic distortions. Top 10%
of farms receive 78% of subsidies, benefits concentrated in commodity
crops (corn, soy, wheat, cotton), environmental damage from monoculture
incentivized, and overall deadweight loss estimated at $50-120 billion
annually. Additional sources: https://farm.ewg.org/ |
https://www.ers.usda.gov/topics/farm-economy/farm-sector-income-finances/government-payments-the-safety-net/
.260.
Environmental Working Group. Triple
dipping: Budget bill raises farm subsidies for wealthy farmers by
billions of dollars. (2024).
261.
PMC. Estimated excess deaths attributed to
FDA’s COVID-19 response. PMC: EUAs vs FDA Approval Implications
https://pmc.ncbi.nlm.nih.gov/articles/PMC8101583/
FDA regulations restricted clinician/patient
access to COVID-19 testing, remdesivir, vaccines General drug delay
estimate: 37,000-76,000 deaths per one-year delay Testing delays: By May
2020, 400+ applications awaiting FDA review Seattle lab ordered to stop
testing Feb 16 for lack of FDA approval Gates Foundation partnership
instructed to discontinue testing May 2020 until authorization EUA
process prevented months of vaccine/testing delays Note: Specific
"500,000+" figure not found in sources. Research shows FDA testing
restrictions caused weeks-to-months of critical delays (Feb-March 2020).
One-year drug delay = 37-76K deaths Additional sources:
https://pmc.ncbi.nlm.nih.gov/articles/PMC8101583/ |
https://pmc.ncbi.nlm.nih.gov/articles/PMC8012986/ |
https://www.yalelawjournal.org/forum/deadly-delay-the-fdas-role-in-americas-covid-testing-debacle
.262.
Responsible Statecraft. F-35 cost compared to
global rare disease research funding. Responsible Statecraft: F-35
Cost $2T https://responsiblestatecraft.org/f35-cost/
Single F-35 cost: $82M (flyaway) to $110-136M
(with ancillary costs) NIH rare disease funding (FY2023): $6.9 billion
(world’s largest public biomedical research funder) NIH rare disease
funding = <0.1% of NIH’s $48B annual budget Comparison: 63 F-35s = 1
year of US rare disease research funding F-35 total program cost: $2.1
trillion lifetime (2,456 aircraft through 2088) Note: One F-35
($110-136M) doesn’t exceed annual rare disease funding ($6.9B), but
claim illustrates stark military vs medical research disparity. 63 F-35s
= entire year of rare disease research Additional sources:
https://responsiblestatecraft.org/f35-cost/ |
https://www.statista.com/statistics/713320/rare-diseases-funding-by-the-national-institutes-for-health/
|
https://armscontrolcenter.org/f-35-joint-strike-fighter-costs-challenges/
.263.
GAO. F-35 program lifetime cost: $1.7 trillion.
GAO: F-35 Sustainment Costs https://www.gao.gov/products/gao-24-106703
(2024)
F-35 Program lifetime cost: $2.1
trillion (updated April 2024) Sustainment costs: $1.58 trillion (44%
increase from 2018 estimate) Procurement costs: $422 billion Covers 94
years of operation (through 2088) for 2,456 aircraft Note: About half
the cost increase is due to inflation. This makes the F-35 one of the
most expensive military acquisition programs in modern history
Additional sources: https://www.gao.gov/products/gao-24-106703 |
https://breakingdefense.com/2024/04/f-35-programs-lifetime-price-tag-tops-2-trillion-pentagon-wants-jets-to-fly-longer/
.264.
Federal Bureau of Investigation, Internet Crime
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(2025).
265.
Drugs.com. FDA drug approval timeline.
Drugs.com: FDA Drug Approval Process https://www.drugs.com/fda-approval-process.html
Full timeline (preclinical to market): 12-15
years average (10-15 years common range) Preclinical phase: 3-7 years
Clinical development + NDA review: 9 years NDA review alone: 10 months
average (standard); 6 months (priority review) Historical (pre-PDUFA):
21-29 months for NDA review Note: "10 years" is accurate for total
development timeline (10-15 year range). Modern FDA review is faster (10
months) thanks to PDUFA, but overall timeline remains 12-15 years
Additional sources: https://www.drugs.com/fda-approval-process.html |
https://www.fdareview.org/issues/the-drug-development-and-approval-process/
| https://pmc.ncbi.nlm.nih.gov/articles/PMC6113340/
.266.
FDA. FDA-approved prescription drug products
(20,000+). FDA https://www.fda.gov/media/143704/download
There are over 20,000 prescription drug products
approved for marketing. Additional sources:
https://www.fda.gov/media/143704/download
.267.
U.S. Food and Drug Administration. Charging
for investigational drugs under an IND: Questions and answers.
(2024).
268.
CNN. FDA delay in approving rapid COVID-19
tests. CNN: How Government Delayed Testing https://www.cnn.com/2020/04/09/politics/coronavirus-testing-cdc-fda-red-tape-invs/index.html
(2020)
Feb 16, 2020: Seattle research lab
ordered to stop COVID testing without FDA approval May 2020: Gates
Foundation partnership instructed to discontinue testing until
authorization Feb 29, 2020: U. Nebraska finally got FDA permission after
Feb 4 special permission Timeline: Critical delays measured in
weeks-to-months (Feb-March 2020), not specific "6 months FDA guidance
suggested EUAs needed for laboratory-developed tests (LDTs), causing
delays By May 2020: 400+ test applications awaiting FDA review Note:
Delays were weeks-to-months during critical Feb-March 2020 period, not
continuous "6 months." FDA intervention added minimal value while
contributing to deadly delays Additional sources:
https://www.cnn.com/2020/04/09/politics/coronavirus-testing-cdc-fda-red-tape-invs/index.html
|
https://www.yalelawjournal.org/forum/deadly-delay-the-fdas-role-in-americas-covid-testing-debacle
| https://oig.hhs.gov/oei/reports/OEI-01-20-00380.asp
.269.
FDA. FDA GRAS list count ( 570-700).
FDA https://www.fda.gov/food/generally-recognized-safe-gras/gras-notice-inventory
The FDA GRAS (Generally Recognized as Safe) list
contains approximately 570–700 substances. Additional sources:
https://www.fda.gov/food/generally-recognized-safe-gras/gras-notice-inventory
.270.
Stone, W. FDA advisers reject MDMA as treatment
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(2024).
271.
U.S. Food and Drug Administration. FDA
declines to approve MDMA-assisted therapy for PTSD. (2024).
272.
U.S. Food and Drug Administration. Project
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273.
CRS. Evidence of FDA regulatory capture by
pharmaceutical industry. CRS: FDA Human Medical Product User
Fees https://www.congress.gov/crs-product/R44750
FY2023: User fees = 75% of PDUFA program costs
(vs 7% in FY1993) FY2022: User fees = 66% ($1.4B) of human drugs program
budget FY2022: User fees = 46% ($2.9B) of FDA’s total $6.2B budget
Pharma finances 75% of FDA’s drug division (New York Times) Concerns:
Budgetary dependence, urgency of PDUFA reauthorizations, required
industry participation in negotiations Most PDUFA policy changes favor
industry: decreased regulatory standards, shorter approval times,
increased industry involvement FDA maintains decisions based on science,
not fee collection ability Note: Regulatory capture concerns
well-documented. Industry funding grew from 7% (1993) to 75% (2023) of
drug review program. No evidence found for "10x government salary" claim
for FDA reviewers Additional sources:
https://www.congress.gov/crs-product/R44750 |
https://aspe.hhs.gov/sites/default/files/documents/e4a7910607c0dd76c40aa61151d154f9/FDA-User-Fee-Issue-Brief.pdf
| https://pmc.ncbi.nlm.nih.gov/articles/PMC8917050/
.274.
Wikipedia. Number of key FDA drug reviewers.
Wikipedia: Center for Drug Evaluation and Research https://en.wikipedia.org/wiki/Center_for_Drug_Evaluation_and_Research
CDER review teams: 1,300 employees evaluate and
approve new drugs CDER safety team: 72 employees monitor 3,000+
prescription drugs for 200 million people ($15M/year budget) FDA
Advisory Committees (all 3 centers): 300 individuals serve on 40
committees Advisory committees stable in recent years Note: " 200" may
refer to advisory committee members ( 300 actual) or be approximation.
CDER has 1,300 review staff total. Safety monitoring: 72 people for 200M
patients Additional sources:
https://en.wikipedia.org/wiki/Center_for_Drug_Evaluation_and_Research |
https://www.ncbi.nlm.nih.gov/books/NBK236088/
.275.
U.S. Food and Drug Administration. Right
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276.
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277.
FDA. FDA sentinel initiative. FDA: Sentinel
Initiative https://www.fda.gov/safety/fdas-sentinel-initiative
Launched: May 2008 in response to FDAAA 2007;
transitioned to full system Feb 2016 Purpose: Active post-market risk
identification and analysis (ARIA) for medical products Scale: World’s
largest multisite distributed database for medical product safety;
128.7M members Data sources: Insurance claims, electronic health
records, patient reports Privacy: Distributed data approach - data
remains with owners, patient identifiers removed Structure (2019): 3
coordinating centers - Operations, Innovation, Community
Building/Outreach Real-World Evidence: RWE Data Enterprise (RWE-DE) -
25.5M lives (21M commercial + 4.5M academic) 2008-2014: FDA mandated 657
studies under FDAAA authority Note: Major advancement in post-market
surveillance. "Limited Transparency and Bureaucratic Constraints" may
refer to challenges, but system represents significant FDA capability
improvement Additional sources:
https://www.fda.gov/safety/fdas-sentinel-initiative |
https://pmc.ncbi.nlm.nih.gov/articles/PMC9667154/ |
https://en.wikipedia.org/wiki/Sentinel_Initiative
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U.S. Food and Drug Administration. Demonstrating
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280.
FDA. FDA clinical trial launch timeline.
FDA: IND Application Procedures https://www.fda.gov/drugs/investigational-new-drug-ind-application/ind-application-procedures-overview
(2012)
IND application: FDA has 30 days to
object or allow trials to begin NDA/BLA preparation after Phase 3: 6-12
months to assemble safety/effectiveness data Standard NDA review: 10-12
months median (standard review) Priority review: 6 months (vs 10 months
standard) Overall development (first human testing to approval): 12-15
years full timeline Expedited programs: 7.1 years median vs 8.0 years
nonexpedited Note: "6-12 months" likely refers to NDA/BLA preparation
time post-Phase 3, not total trial launch timeline. IND review: 30 days.
Full approval timeline: 10-15 years Additional sources:
https://www.fda.gov/drugs/investigational-new-drug-ind-application/ind-application-procedures-overview
| https://www.drugs.com/fda-approval-process.html |
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5820715/
.281.
FDA. FDA trial patient exclusion criteria.
FDA: Evaluating Inclusion & Exclusion Criteria https://www.fda.gov/media/134754/download
Most frequent exclusions: Pregnancy,
lactation/breastfeeding, renal/hepatic abnormalities, specific
infectious diseases Pregnant/lactating women: >90% of trials exclude
Older adults: 27% exclude based on age (arbitrary upper limits)
Patients with organ dysfunction: Excluded due to adverse impact concerns
from comorbidities/concomitant meds Multiple chronic conditions: Often
exclusion criterion despite being common in target population
Children/adolescents: Excluded due to ethical considerations High-risk
patients: Prior malignancy history, active brain metastases, suboptimal
hepatic/renal function, HIV+ FDA guidance: Working to broaden
eligibility; "exclusions based on age alone rarely appropriate Note:
Exclusion criteria often eliminate patients who would actually use the
drug, reducing real-world applicability of trial results Additional
sources: https://www.fda.gov/media/134754/download |
https://www.sciencedirect.com/science/article/abs/pii/S1551714421002512
| https://ascopubs.org/doi/10.1200/EDBK_155880
.282.
PMC. Paperwork comparison between FDA trials
and RECOVERY trial. PMC: Making Trials Part of Good Clinical Care -
RECOVERY https://pmc.ncbi.nlm.nih.gov/articles/PMC8285150/
RECOVERY trial paperwork: One-page consent form,
one-page case report form, single follow-up form Randomisation form:
Simple, collecting few baseline characteristics and ensuring eligibility
Follow-up: Single form completed at earliest of discharge, death, or 28
days Eligibility criteria: Simple; trial processes (including paperwork)
minimized Philosophy: "Avoid additional burden on busy clinicians, so
trial procedures streamlined as far as possible FDA Form 1572: Statement
of Investigator form required for IND trials (specific form, not total
page count) Note: Specific "1,572 pages vs 24 pages" comparison not
found in sources. RECOVERY used 1-page forms. FDA Form 1572 is a
specific required form, not total paperwork count. RECOVERY’s
streamlined approach demonstrated feasibility of simplified trial
documentation Additional sources:
https://pmc.ncbi.nlm.nih.gov/articles/PMC8285150/ |
https://pmc.ncbi.nlm.nih.gov/articles/PMC9293394/ |
https://www.fda.gov/media/71816/download
.283.
Federal Election Commission. Statistical
summary of 24-month campaign activity of the 2023-2024 election
cycle. (2023)
Presidential candidates
raised $2 billion; House and Senate candidates raised $3.8 billion and
spent $3.7 billion; PACs raised $15.7 billion and spent $15.5 billion.
Total federal campaign spending approximately $20 billion. Additional
sources:
https://www.fec.gov/updates/statistical-summary-of-24-month-campaign-activity-of-the-2023-2024-election-cycle/
.284.
Batty, M., Deeken, E. & Henriques Volz, A.
Wealth
inequality and COVID-19: Evidence from the distributional financial
accounts. (2021)
Nearly 90% of top 1%
wealth gain during the COVID-19 rebound (2020Q1 to 2021Q1) came from
corporate equities. Only one-third of bottom 50% households own any
public equity. Households gained over $18 trillion in wealth since the
beginning of 2020, with asset-price increases accounting for nearly 80%
of wealth accumulation.
285.
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286.
Trading Economics. Finland military expenditure
as percent of GDP. https://tradingeconomics.com/finland/military-expenditure-percent-of-gdp-wb-data.html
(2024)
Finland averaged 1.57% of GDP on
military spending from 1960-2024. Wartime strength of 280,000 troops
with reserves of 900,000. Successfully deterred Soviet/Russian invasion
for 80+ years while sharing an 830-mile border.
287.
Mood, A. & Brooke, P. Numbers of farmed
fishes slaughtered each year. fishcount.org.uk; 2019 figure
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288.
fishcount.org.uk.
Fish count
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289.
Food and Land Use Coalition. Growing
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(2019).
290.
Forbes. Forbes world’s billionaires
list 2024. (2024)
Forbes identified a
record 2,781 billionaires worldwide with combined net worth of $14.2
trillion, 141 more than 2023. Bernard Arnault (LVMH) topped the list at
$233 billion.
291.
Ford, I. & Norrie, J. Pragmatic clinical
trials - ALLHAT evidence. Ford https://www.nejm.org/doi/full/10.1056/NEJMra1510059
(2016)
Pragmatic trials are designed to
determine the effects of an intervention under the usual conditions in
which it will be applied. The ALLHAT trial (Antihypertensive and
Lipid-Lowering Treatment to Prevent Heart Attack Trial) demonstrated
that pragmatic designs can identify superior treatments while reducing
healthcare costs by billions annually.
292.
Fowler, A., Garro, H. & Spenkuch, J. L.
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293.
Foreign Policy Research Institute. Ten
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II. (2009)
The US Army ranked 17th among
world armies in 1939, behind Romania, with approximately 190,000
soldiers and only 464 tanks. Not a single officer on duty in 1941 had
commanded a unit as large as a division in World War I.
294.
FracTracker Alliance. Fossil
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295.
Bureau of Economic Analysis. Value added by
industry: Finance and insurance as a percentage of GDP.
(2026)
Finance and insurance value added as
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1970s.
296.
Board of Governors of the Federal Reserve
System. Net
worth held by the top 1% (99th to 100th wealth percentiles).
(2026)
Net worth held by the top 1% of
households. Q4 2019: $33.4 trillion. Q4 2020: $37.6 trillion. Increase
of $4.2 trillion during 2020.
297.
Board of Governors of the Federal Reserve
System. Assets: Total
assets: Total assets (less eliminations from consolidation): Wednesday
level. (2026)
Federal Reserve total
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trillion. Approximately $4 trillion created beginning March
2020.
298.
Friedman, M. & Schwartz, A. J. A
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299.
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300.
Financial Times. The makhlouf business empire.
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301.
Washington Post. Deaths from furniture
accidents compared to terrorism. Washington Post: More Likely
Crushed by Furniture https://www.washingtonpost.com/news/monkey-cage/wp/2015/11/23/youre-more-likely-to-be-fatally-crushed-by-furniture-than-killed-by-a-terrorist/
(2015)
Since 9/11/2001: Americans no more
likely to die from terrorism than being crushed by unstable
TVs/furniture Furniture tip-over fatalities (2000-present): 581 total; 4
in 5 deaths were children 2013-2023: 217 reported tip-over fatalities
(23% TV, 25% TV+furniture, 46% furniture only, 7% appliance) Comparison:
Even in Israel (intensive terror campaign), weekly terror casualties
almost never match traffic deaths US terrorism: Deaths so low they
barely register on graphs except 9/11/2001 Note: Post-9/11, furniture
tip-overs have caused comparable/greater fatalities than terrorism for
Americans. Highlights media attention vs actual risk disparity
Additional sources:
https://www.washingtonpost.com/news/monkey-cage/wp/2015/11/23/youre-more-likely-to-be-fatally-crushed-by-furniture-than-killed-by-a-terrorist/
|
https://www.cpsc.gov/s3fs-public/2023_Annual_Tip_Over_Report_Posted_2024Feb_FINAL_0.pdf
|
https://ourworldindata.org/is-it-fair-to-compare-terrorism-and-disaster-with-other-causes-of-death
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303.
304.
U.S. Government Accountability Office.
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(2021).
305.
GAO. GAO: NIH clinical research spending
($5.6B/year). GAO-23-105656 https://www.gao.gov/products/gao-23-105656
Clinical trials and related activities
(FY2017-2021): $28 billion total ( $5.6B/year). Note: Includes "related
activities" beyond interventional trials. Additional sources:
https://www.gao.gov/products/gao-23-105656
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GAO. F-35 Joint Strike Fighter: Actions
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307.
GAO Reports and Public Reporting.
HealthCare.gov initial build costs. GAO Reports and Public
Reporting https://www.gao.gov/assets/gao-07-49.pdf
The HealthCare.gov website and federal health
insurance exchange infrastructure had initial development and deployment
costs estimated at $1.7 to $2.1 billion during the 2010-2014 period,
though exact figures remain uncertain due to complexity of federal
contracting and multiple agencies involved. Additional sources:
https://www.gao.gov/assets/gao-07-49.pdf
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309.
Kaiser, J. Federal
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310.
Gates Foundation. Gates foundation endowment
size. Gates Foundation: Fact Sheet https://www.gatesfoundation.org/about/foundation-fact-sheet
(2024)
Current (July 31, 2025): $86 billion
(unaudited); Dec 31, 2024: $77.2 billion 2022: $70 billion (with new
gifts added) Total contributions: Bill & Melinda Gates $60.2B
(inception-2024); Warren Buffett $43.3B (2006-2024) Structure: Gates
Foundation Trust manages endowment; Gates Foundation conducts
operations/grantmaking World’s largest private philanthropic foundation
Intent: Spend endowment "down to zero" within 20 years of Bill &
Melinda’s deaths Annual payout (2026): $9B/year (50% increase announced
2022) Note: $70B figure accurate for 2022. Endowment has since grown to
$86B (July 2025). Dramatic growth from major contributions by Gates +
Buffett Additional sources:
https://www.gatesfoundation.org/about/foundation-fact-sheet |
https://fortune.com/2024/01/25/bill-gates-foundation-annual-letter-elite-universities-chuck-feeney/
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Gates, D. The Napoleonic Wars
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312.
GBD 2017 Diet Collaborators. Health effects of
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313.
GBD 2019 Diseases and Injuries Collaborators.
Global burden of
disease study 2019: Disability weights. The Lancet
396, 1204–1222 (2020)
Disability weights for 235 health states used in Global Burden of
Disease calculations. Weights range from 0 (perfect health) to 1 (death
equivalent). Chronic conditions like diabetes (0.05-0.35), COPD
(0.04-0.41), depression (0.15-0.66), and cardiovascular disease
(0.04-0.57) show substantial variation by severity. Treatment typically
reduces disability weights by 50-80 percent for manageable chronic
conditions.
314.
Sinn, M. P. Choose Your Own Earth: A World
Without the Political Dysfunction Tax, or Terminal Parasitic Load in 15
Years. https://manual.warondisease.org/knowledge/economics/gdp-trajectories.html
(2025) doi:10.5281/zenodo.19076850
Your destructive economy (military spending plus
cybercrime) is already 11.5% of GDP and growing faster than your
productive economy. At current rates, it reaches the Soviet collapse
threshold in 8 years and exceeds productive output in 15. This paper
models two GDP trajectories: the optimized path under
military-to-medical reallocation, and the default path to civilizational
collapse.
315.
GDPR Article 9(1). GDPR biometric data
requirements. GDPR Article 9(1) https://gdpr-info.eu/art-9-gdpr/
Processing of biometric data for the purpose of
uniquely identifying a natural person shall be prohibited unless one of
the conditions referred to in points (a) to (j) of paragraph 2 applies.
Additional sources: https://gdpr-info.eu/art-9-gdpr/
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317.
FDA. Generic drug substitution savings.
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318.
Genetic Literacy Project. Is
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319.
Good Food Institute. GFI
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320.
Policy Cures Research. G-FINDER 2024:
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321.
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322.
Gibbard, A. Manipulation of voting schemes: A
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Gibbard proved that any deterministic
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dictatorial or manipulable (i.e., voters can sometimes benefit by
misrepresenting their preferences). This result, proven independently by
Satterthwaite (1975), establishes fundamental limits on voting
mechanisms: strategic voting cannot be eliminated from any non-trivial
democratic system. The theorem has profound implications for mechanism
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323.
FEE. Patients and doctors vs FDA. FEE:
Patients and Doctors vs FDA https://fee.org/articles/patients-and-doctors-vs-the-fda
Dale Gieringer (1985): 21,000-120,000 lives lost
per decade from FDA delay Gieringer: "Loss of life from delay alone in
the hundreds of thousands" (not millions) Beta-blockers alone: William
Wardell estimated "10,000 lives/year" if allowed; FDA delay 1965-1976
Sam Peltzman: Post-1962 death toll from regulatory delay "easily number
in thousands per year Practolol (beta-blocker): "Could save 10,000
lives/year" (Wardell estimate) FDA allowed propranolol 1968 (3 years
after Europe); for hypertension/angina not until 1978 Note: "4-10
million" figure not found in sources. Gieringer’s estimates: 21K-120K
deaths per decade, "hundreds of thousands" total (not millions).
Specific drug delays (beta-blockers): 100K deaths estimated Additional
sources: https://fee.org/articles/patients-and-doctors-vs-the-fda |
https://www.econlib.org/library/Enc/DrugLag.html |
https://www.fdareview.org/issues/theory-evidence-and-examples-of-fda-harm/
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325.
Gitcoin. Gitcoin passport for digital identity
scoring. Gitcoin: Intro to Passport https://www.gitcoin.co/blog/intro-to-passport
Now: Human Passport (acquired by human.tech late
2024); >2M users Purpose: Sybil resistance solution for web3,
privacy-preserving identity verification How it works: "Stamps" from
web2/web3 identifiers (Twitter, Google, BrightID, Proof of Humanity)
aggregated into unique identity score Scoring: Weights based on "cost of
forgery" and ability to signal unique humanity Privacy: Verifiable
credentials check identity without viewing PII Customizable: Communities
create custom "entry visa" with participation requirements Use cases:
Governance voting, gaming, airdrops, bot prevention Gitcoin Grants Round
15: 35,000+ donors created Passports; limited Sybil activity, ensured
fair fund distribution Note: Leading web3 identity/Sybil resistance
tool. Now operates as Human Passport after acquisition. Proven at scale
with millions of users Additional sources:
https://www.gitcoin.co/blog/intro-to-passport |
https://passport.human.tech/ |
https://www.gitcoin.co/blog/cost-of-forgery
.326.
GiveWell. GiveWell cost per life saved for top
charities (2024). GiveWell: Top Charities https://www.givewell.org/charities/top-charities
General range: $3,000-$5,500 per life saved
(GiveWell top charities) Helen Keller International (Vitamin A): $3,500
average (2022-2024); varies $1,000-$8,500 by country Against Malaria
Foundation: $5,500 per life saved; GiveWell AMF page: "We estimate (as
of December 2023) that it costs $3,000 to $8,000 to avert a death in
locations where GiveWell funds campaigns." New Incentives (vaccination
incentives): $4,500 per life saved Malaria Consortium (seasonal malaria
chemoprevention): $3,500 per life saved VAS program details: $2 to
provide vitamin A supplements to child for one year Note: Figures
accurate for 2024. Helen Keller VAS program has wide country variation
($1K-$8.5K) but $3,500 is accurate average. Among most cost-effective
interventions globally Additional sources:
https://www.givewell.org/charities/top-charities |
https://www.givewell.org/charities/helen-keller-international |
https://www.givewell.org/charities/amf |
https://ourworldindata.org/cost-effectiveness
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GiveWell. How
much does it cost to save a life? (2024).
328.
Chalmers, I. & Glasziou, P. Avoidable waste in
the production and reporting of research evidence. The
Lancet 374, 86–89 (2009)
An estimated 85% of research investment is wasted. Over 50% of
studies are never published. Of $200 billion spent annually on
biomedical research globally, approximately $170 billion is wasted
through problems in research design, conduct, and
reporting.
329.
Our World in Data. Global armed forces size and
average salary. Our World in Data: Military Personnel &
Spending https://ourworldindata.org/military-personnel-spending
(2024)
Largest forces: China (2.0M active),
India (1.4M), Russia (1.3M active, 3.5M total), US (1.3M active) Global
military spending 2024: US $1T (next 12 countries combined); NATO 32
members: $1.5T (55% of world) Military spending per personnel: Tracked
by SIPRI, World Bank (includes personnel, O&M, procurement, R&D,
infrastructure, aid) Average varies widely: US military much higher
per-personnel spending than most countries Note: Specific "28.4M global
armed forces" and "$24,000 average salary" not confirmed in sources.
Data available but highly variable by country. Major forces total 10M+
personnel among largest militaries Additional sources:
https://ourworldindata.org/military-personnel-spending |
https://data.worldbank.org/indicator/MS.MIL.TOTL.P1 |
https://www.sipri.org/sites/default/files/2025-04/2504_fs_milex_2024.pdf
.330.
The Conversation. Global cancer research
spending ( $51.4B, 2016-2023). The Conversation https://theconversation.com/billions-spent-on-cancer-research-globally-but-is-it-money-well-spent-201407
(2023).
331.
Research and Markets. Global clinical trials
market 2024. Research and Markets https://www.globenewswire.com/news-release/2024/04/19/2866012/0/en/Global-Clinical-Trials-Market-Research-Report-2024-An-83-16-Billion-Market-by-2030-AI-Machine-Learning-and-Blockchain-will-Transform-the-Clinical-Trials-Landscape.html
(2024)
Global clinical trials market valued
at approximately $83 billion in 2024, with projections to reach $83-132
billion by 2030. Additional sources:
https://www.globenewswire.com/news-release/2024/04/19/2866012/0/en/Global-Clinical-Trials-Market-Research-Report-2024-An-83-16-Billion-Market-by-2030-AI-Machine-Learning-and-Blockchain-will-Transform-the-Clinical-Trials-Landscape.html
|
https://www.precedenceresearch.com/clinical-trials-market
.332.
The Global Fund. The global fund. The
Global Fund https://www.theglobalfund.org/en/about-the-global-fund/.
333.
Global Fund. Lives saved by the global fund.
Global Fund: Results Report 2025 https://www.theglobalfund.org/en/results/
(2025)
2025: 70 million lives saved (current
figure) Oct 2024: 65 million lives saved Sep 2022: 50 million lives
saved over 20 years Death rate reduction: 63% combined death rate from
AIDS, TB, malaria (61% since 2002) Since inception (2002): Partnership
saved 70M lives fighting HIV, TB, malaria across 100+ countries Note:
50M was Sept 2022 figure. Current (2025): 70M lives saved. One of
world’s most effective global health partnerships Additional sources:
https://www.theglobalfund.org/en/results/ |
https://www.theglobalfund.org/en/news/2022/2022-09-12-new-global-fund-report-shows-50-million-lives-saved-over-20-years-in-fight-against-hiv-tb-malaria/
.334.
Statista. Global GDP ($101T, 2022).
Statista https://www.statista.com/statistics/268750/global-gross-domestic-product-gdp/
(2023)
The global economy is projected to
grow from about 101 trillion U.S. dollars in 2022 to about 139 trillion
U.S. dollars in 2027. Additional sources:
https://www.statista.com/statistics/268750/global-gross-domestic-product-gdp/
.335.
World Bank. Global GDP in 2023 ($89.5
trillion). World Bank https://data.worldbank.org/indicator/NY.GDP.MKTP.CD
(2023).
336.
Component country budgets. Global government
medical research spending ($67.5B, 2023–2024). See component country
budgets: NIH Budget https://www.nih.gov/about-nih/what-we-do/budget.
337.
Applied Clinical Trials. Global government
spending on interventional clinical trials: $3-6 billion/year.
Applied Clinical Trials https://www.appliedclinicaltrialsonline.com/view/sizing-clinical-research-market
Estimated range based on NIH ( $0.8-5.6B), NIHR
($1.6B total budget), and EU funding ( $1.3B/year). Roughly 5-10% of
global market. Additional sources:
https://www.appliedclinicaltrialsonline.com/view/sizing-clinical-research-market
|
https://www.thelancet.com/journals/langlo/article/PIIS2214-109X(20)30357-0/fulltext
.338.
Wikipedia. Number of major global military
facilities (4,435). Wikipedia: List of American Military
Installations https://en.wikipedia.org/wiki/List_of_American_military_installations
US military bases worldwide: 750-877 (varies by
source/definition) Conservative count: 128 military bases in 55
countries/territories (Feb 2025) Broader count: 750+ bases in 80+
countries; some sources cite 877 Large bases (>4 hectares or
>$10M, >200 personnel): 439 (60% of US foreign bases) Small
bases/"Lily Pads" (<4 hectares or <$10M): Remaining 40% Other
nations: At least 18 other nations operate foreign military bases; NATO
countries (France, UK): +200 locations Note: "4,435" not found in
sources. US operates 750-877 bases overseas. May include domestic + all
nations’ bases combined, but specific figure not verified Additional
sources:
https://en.wikipedia.org/wiki/List_of_American_military_installations |
https://www.visualcapitalist.com/mapped-every-known-u-s-military-base-overseas/
| https://worldbeyondwar.org/military-empires/
.339.
United Nations Department of Economic and
Social Affairs, Population Division. World population prospects 2024:
Summary of results. (2024)
The 2024
Revision of the World Population Prospects provides population estimates
and projections for 237 countries or areas. Global median age
approximately 30.5 years in 2024, reflecting population-weighted average
across all regions.
340.
SIPRI. Global military spending ($2.72T, 2024).
SIPRI https://www.sipri.org/publications/2025/sipri-fact-sheets/trends-world-military-expenditure-2024
(2025).
341.
C&EN. Annual number of new drugs approved
globally: 50. C&EN https://cen.acs.org/pharmaceuticals/50-new-drugs-received-FDA/103/i2
(2025)
50 new drugs approved annually
Additional sources:
https://cen.acs.org/pharmaceuticals/50-new-drugs-received-FDA/103/i2 |
https://www.fda.gov/drugs/development-approval-process-drugs/novel-drug-approvals-fda
.342.
ICAN. Global nuclear weapon maintenance cost:
$100 billion/year. ICAN: Global Spending $100B 2024 https://www.icanw.org/global_spending_on_nuclear_weapons_topped_100_billion_in_2024
(2024)
2024: >$100 billion
($190,151/minute) - 11% increase ($9.9B) from 2023 Nine nuclear-armed
states: China, France, India, Israel, N. Korea, Pakistan, Russia, UK, US
US: $56.8B (more than all other 8 states combined); China: $12.5B; UK:
$10B (+26% YoY, biggest increase) Historical trend: $72.9B (2019) →
$82.4B (2021) → >$100B (2024) Private sector contracts: $463B
ongoing; $42.5B earned from contracts in 2024 alone Note: $100B/year
figure accurate for 2024. Rapid growth from $73B (2019). US spends more
than rest of world combined on nuclear weapons Additional sources:
https://www.icanw.org/global_spending_on_nuclear_weapons_topped_100_billion_in_2024
| https://www.icanw.org/the_cost_of_nuclear_weapons
.343.
UN. Global population reaches 8 billion.
UN: World Population 8 Billion Nov 15 2022 https://www.un.org/en/desa/world-population-reach-8-billion-15-november-2022
(2022)
Milestone: November 15, 2022 (UN World
Population Prospects 2022) Day of Eight Billion" designated by UN Added
1 billion people in just 11 years (2011-2022) Growth rate: Slowest since
1950; fell under 1% in 2020 Future: 15 years to reach 9B (2037);
projected peak 10.4B in 2080s Projections: 8.5B (2030), 9.7B (2050),
10.4B (2080-2100 plateau) Note: Milestone reached Nov 2022. Population
growth slowing; will take longer to add next billion (15 years vs 11
years) Additional sources:
https://www.un.org/en/desa/world-population-reach-8-billion-15-november-2022
| https://www.un.org/en/dayof8billion |
https://en.wikipedia.org/wiki/Day_of_Eight_Billion
.344.
National Consortium for the Study of Terrorism
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345.
IQVIA Report. Global trial capacity. IQVIA
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1.9M participants annually (2022, post-COVID
normalization from 4M peak in 2021) Additional sources:
https://gmdpacademy.org/news/iqvia-report-clinical-trial-subjects-number-drops-due-to-decline-in-covid-19-enrollment/
.346.
Institute for Economics & Peace. Global
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347.
Goldwater Institute. Alaska
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348.
Gompers, P., Ishii, J. & Metrick, A.
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349.
Gonçalves, S. The
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350.
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352.
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353.
Acquisition Talk. Grant writing time for top
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(2021)
Top researchers can spend up to 50% of
their time writing grants. Additional sources:
https://acquisitiontalk.com/2021/12/top-researchers-spend-50-of-their-time-writing-grants-how-to-fix-it-and-what-it-means-for-dod/
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What Works Clearinghouse. What
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355.
Our World in Data. Terror attack deaths (8,300
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(2024)
2023: 8,352 deaths (22% increase from
2022, highest since 2017) 2023: 3,350 terrorist incidents (22%
decrease), but 56% increase in avg deaths per attack Global Terrorism
Database (GTD): 200,000+ terrorist attacks recorded (2021 version)
Maintained by: National Consortium for Study of Terrorism &
Responses to Terrorism (START), U. of Maryland Geographic shift:
Epicenter moved from Middle East to Central Sahel (sub-Saharan Africa) -
now >50% of all deaths Additional sources:
https://ourworldindata.org/terrorism |
https://reliefweb.int/report/world/global-terrorism-index-2024 |
https://www.start.umd.edu/gtd/ |
https://ourworldindata.org/grapher/fatalities-from-terrorism
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Estimates of Soviet military spending
as share of GDP ranged from 10-20%, with Harrison’s analysis settling on
approximately 15-18% of GDP in the late Brezhnev era (late 1970s to
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one-fourth the cost of healthcare in the United States and about half
that of Western European countries. At the heart of the Singapore model
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Haskins, R. & Margolis, G. Show Me the
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366.
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367.
Hayek, F. A. The use of
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368.
Healthcare Dive. Wasteful administrative costs
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369.
Peterson-KFF Health System Tracker. What drives
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370.
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PMC. Healthcare investment economic multiplier
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(2022)
Healthcare fiscal multiplier: 4.3 (95%
CI: 2.5-6.1) during pre-recession period (1995-2007) Overall government
spending multiplier: 1.61 (95% CI: 1.37-1.86) Why healthcare has high
multipliers: No effect on trade deficits (spending stays domestic);
improves productivity & competitiveness; enhances long-run potential
output Gender-sensitive fiscal spending (health & care economy)
produces substantial positive growth impacts Note: "1.8" appears to be
conservative estimate; research shows healthcare multipliers of 4.3
Additional sources: https://pmc.ncbi.nlm.nih.gov/articles/PMC5954824/ |
https://cepr.org/voxeu/columns/government-investment-and-fiscal-stimulus
| https://ncbi.nlm.nih.gov/pmc/articles/PMC3849102/ |
https://set.odi.org/wp-content/uploads/2022/01/Fiscal-multipliers-review.pdf
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373.
Hernán, M. A. & Robins, J. M. Causal
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Freely available online textbook on causal
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counterfactuals, DAGs, randomized experiments, confounding, selection
bias, inverse probability weighting, g-estimation, instrumental
variables Publisher: Chapman & Hall/CRC Continuously updated -
current version available at author’s website Additional sources:
https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/ |
https://content.sph.harvard.edu/wwwhsph/sites/1268/2024/01/hernanrobins_WhatIf_2jan24.pdf
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375.
U.S. Department of Health and Human Services.
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HHS adopts central value of 591,000 USD for
Quality-Adjusted Life Year (VQALY) and 495,000 USD for Value per
Statistical Life Year (VSLY) for 2024 regulatory analysis.
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376.
Sood, N., Ribero, R., Ryan, M. & Van Nuys,
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377.
Higgins, J. P. T. & Green, S. Cochrane Handbook for
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378.
Hindenburg Research. Icahn enterprises: The
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379.
US
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US Inflation Calculator: Health Care 1948-2025 https://www.usinflationcalculator.com/inflation/health-care-inflation-in-the-united-states/
(1948)
Long-term average (1935-2025): 4.59%
annual (per Consumer Price Index for Medical Care, BLS) 2000-2023: 3.5%
average annual medical care cost inflation Medical Care Price Index
(MCPI): 3.7% compound annual growth (past 2 decades) vs 2.6% for
Personal Health Care (PHC) & PCE health indexes Recent (Aug 2025):
3.4% year-over-year health care price increase Additional sources:
https://www.usinflationcalculator.com/inflation/health-care-inflation-in-the-united-states/
| https://www.in2013dollars.com/Medical-care/price-inflation |
https://pmc.ncbi.nlm.nih.gov/articles/PMC5785315/ |
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Our World in Data. Historical life expectancy
around 30 years. Our World in Data: Life Expectancy https://ourworldindata.org/life-expectancy
(2022)
Average life expectancy at birth: 30
years for most of human history until 1800s 1820: Global average still
30 years; 1800-2000: Rose from 30 to 67 years Context: Low life
expectancy driven primarily by high infant mortality ( 1/3 of children
died before age 5) Medieval England: Life expectancy at birth = 31.3
years, but life expectancy at age 25 = 25.7 additional years (total
50.7) Roman Egypt: Average in 20s, but many lived into 40s+ if they
survived childhood Additional sources:
https://ourworldindata.org/life-expectancy |
https://pmc.ncbi.nlm.nih.gov/articles/PMC2625386/ |
https://sc.edu/uofsc/posts/2022/08/conversation-old-age-is-not-a-modern-phenomenon.php
|
https://www.discovermagazine.com/the-sciences/what-was-the-life-expectancy-of-ancient-humans
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U.S. Government Accountability Office.
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382.
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383.
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384.
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We quantify the amount of spatial
misallocation of labor across US cities and its aggregate costs. Tight
land-use restrictions in high-productivity cities like New York, San
Francisco, and Boston lowered aggregate US growth by 36% from 1964 to
2009. Local constraints on housing supply have had enormous effects on
the national economy. Additional sources:
https://www.aeaweb.org/articles?id=10.1257/mac.20170388
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NHGRI. Human genome project and CRISPR
discovery. NHGRI https://www.genome.gov/11006929/2003-release-international-consortium-completes-hgp
(2003)
Your DNA is 3 billion base pairs Read
the entire code (Human Genome Project, completed 2003) Learned to edit
it (CRISPR, discovered 2012) Additional sources:
https://www.genome.gov/11006929/2003-release-international-consortium-completes-hgp
|
https://www.nobelprize.org/prizes/chemistry/2020/press-release/
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An indictment for negligent mass homicide
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exposure, with a 1% military reallocation as the only remedy
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Government spending is optimized for lobbying
intensity, not net societal value. Programs with 100:1 benefit-cost
ratios get billions while programs with negative returns get hundreds of
billions. Incentive Alignment Bonds flip this by creating a capital pool
that rewards politicians (via campaign support and post-office
opportunities) for funding high-NSV programs over low-NSV alternatives.
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390.
ICAN. International campaign to abolish nuclear
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ICAN https://www.icanw.org/ican_history
(2017)
ICAN: Founded 2007, headquartered in
Geneva, coordinating 468+ partner organizations across 100+ countries
(as of 2017) Staff: 3 full-time + 2 part-time in Geneva office (when
Nobel Prize awarded) Funding: Initial grant from Poola Foundation
(Australia); Norwegian government grant to establish Geneva office
(2011) Treaty on the Prohibition of Nuclear Weapons (TPNW): Adopted July
7, 2017 by vote of 122-1 at UN Achievement: Nobel Peace Prize 2017 "for
its work to draw attention to the catastrophic humanitarian consequences
of any use of nuclear weapons Additional sources:
https://www.icanw.org/ican_history |
https://en.wikipedia.org/wiki/International_Campaign_to_Abolish_Nuclear_Weapons
| https://www.nobelprize.org/prizes/peace/2017/ican/facts/ |
https://www.icanw.org/the_treaty
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ICRC. International campaign to ban landmines
(ICBL) - ottawa treaty (1997). ICRC https://www.icrc.org/en/doc/resources/documents/article/other/57jpjn.htm
(1997)
ICBL: Founded 1992 by 6 NGOs (Handicap
International, Human Rights Watch, Medico International, Mines Advisory
Group, Physicians for Human Rights, Vietnam Veterans of America
Foundation) Started with ONE staff member: Jody Williams as founding
coordinator Grew to 1,000+ organizations in 60 countries by 1997 Ottawa
Process: 14 months (October 1996 - December 1997) Convention signed by
122 states on December 3, 1997; entered into force March 1, 1999
Achievement: Nobel Peace Prize 1997 (shared by ICBL and Jody Williams)
Government funding context: Canada established $100M CAD Canadian
Landmine Fund over 10 years (1997); International donors provided $169M
in 1997 for mine action (up from $100M in 1996) Additional sources:
https://www.icrc.org/en/doc/resources/documents/article/other/57jpjn.htm
| https://en.wikipedia.org/wiki/International_Campaign_to_Ban_Landmines
| https://www.nobelprize.org/prizes/peace/1997/summary/ |
https://un.org/press/en/1999/19990520.MINES.BRF.html |
https://www.the-monitor.org/en-gb/reports/2003/landmine-monitor-2003/mine-action-funding.aspx
.392.
WHO. ICD-10 code count ( 14,000). WHO
https://icd.who.int/browse10/2019/en
(2019)
The ICD-10 classification contains
approximately 14,000 codes for diseases, signs and symptoms. Additional
sources: https://icd.who.int/browse10/2019/en
.393.
ICER. ICER QALY methodology and standards.
ICER https://icer.org/our-approach/methods-process/cost-effectiveness-the-qaly-and-the-evlyg/
(2024)
The quality-adjusted life year (QALY)
is the academic standard for measuring how well all different kinds of
medical treatments lengthen and/or improve patients’ lives, and
therefore the metric has served as a fundamental component of
cost-effectiveness analyses in the US and around the world for more than
30 years. ICER’s health benefit price benchmark (HBPB) will continue to
be reported using the standard range from $100,000 to $150,000 per QALY
and per evLYG. Additional sources:
https://icer.org/our-approach/methods-process/cost-effectiveness-the-qaly-and-the-evlyg/
|
https://icer.org/wp-content/uploads/2024/02/Reference-Case-4.3.25.pdf
.394.
ID.me. ID.me digital identity verification
service. ID.me: Government Services https://www.id.me/individuals/government
Trusted technology partner to multiple US
government agencies for secure digital identity verification Scale:
Serves 20 federal agencies, 44 state government agencies, 66 healthcare
organizations Use cases: Unemployment, Tax, Retirement, Centers for
Medicare/Medicaid 2013: Awarded 2-year grant by US Chamber for
President’s National Strategy for Trusted Identities in Cyberspace
(NSTIC) 2014: Won contract with General Services Administration for
Connect.gov digital identity credentials COVID-19 pandemic: Contracted
by several state unemployment agencies to verify claimants Standards:
NIST 800-63-3 establishes guidelines for identity verification providers
serving federal agencies Privacy concerns: IRS announced (Feb 2022) new
authentication option without biometric data including facial
recognition Additional sources: https://www.id.me/individuals/government
| https://en.wikipedia.org/wiki/ID.me | https://www.id.me/about |
https://www.id.me/business/government
.395.
Institute for Economics & Peace. Global
peace index 2024. (2024)
Institute for
Economics and Peace Global Peace Index 2024. The economic impact of
violence on the global economy reached nearly $20 trillion, with
military spending and internal security costs accounting for 74% of the
total.
396.
Institute for Health Metrics and Evaluation
(IHME). IHME global burden of disease (2.55B DALYs, 2019). Institute
for Health Metrics and Evaluation (IHME) https://vizhub.healthdata.org/gbd-compare/
(2020)
Globally, in 2019, the total number of
DALYs from all causes was 2.55 billion. Additional sources:
https://vizhub.healthdata.org/gbd-compare/ |
https://www.healthdata.org/research-analysis/about-gbd |
https://pubmed.ncbi.nlm.nih.gov/33069326/
.397.
Institute for Health Metrics and Evaluation
(IHME). IHME global burden of disease 2021 (2.88B DALYs, 1.13B YLD).
Institute for Health Metrics and Evaluation (IHME) https://vizhub.healthdata.org/gbd-results/
(2024)
In 2021, global DALYs totaled
approximately 2.88 billion, comprising 1.75 billion Years of Life Lost
(YLL) and 1.13 billion Years Lived with Disability (YLD). This
represents a 13% increase from 2019 (2.55B DALYs), largely attributable
to COVID-19 deaths and aging populations. YLD accounts for approximately
39% of total DALYs, reflecting the substantial burden of non-fatal
chronic conditions. Additional sources:
https://vizhub.healthdata.org/gbd-results/ |
https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(24)00757-8/fulltext
|
https://www.healthdata.org/research-analysis/about-gbd
.398.
ACLU Illinois. Illinois biometric information
privacy act (BIPA). ACLU Illinois: BIPA https://www.aclu-il.org/en/campaigns/biometric-information-privacy-act-bipa
Enacted: October 3, 2008 (introduced Feb 14, 2008
by State Sen. Terry Link; passed both Houses July 10, 2008; signed by
Gov. Rod Blagojevich) Purpose: Regulate collection, use, and handling of
biometric identifiers and information by private entities in Illinois
Requirements: Written notice of what data is collected/stored, specific
purpose & duration, obtain written consent Covered biometrics:
Retina/iris scans, fingerprints, voiceprints, hand scans, facial
geometry, DNA, other unique biological info Prohibitions: Selling or
profiting from consumers’ biometric information Penalties: $1,000 per
violation; $5,000 per intentional/reckless violation Private right of
action: Any aggrieved individual can sue 2024 update (SB2979): Multiple
collections from same person = single violation (single recovery per
individual) Additional sources:
https://www.aclu-il.org/en/campaigns/biometric-information-privacy-act-bipa
| https://en.wikipedia.org/wiki/Biometric_Information_Privacy_Act |
https://securiti.ai/privacy-laws/us/illinois/ |
https://www.winston.com/en/legal-glossary/what-is-bipa
.399.
Imbens, G. W. & Rubin, D. B. Causal
Inference for Statistics, Social, and Biomedical Sciences: An
Introduction. (Imbens, Cambridge, 2015).
The potential outcomes framework provides a rigorous foundation for
defining causal effects and understanding the assumptions required for
their identification.
400.
International Monetary Fund. IMF
fossil fuel subsidies data: 2023 update. (2023)
Globally, fossil fuel subsidies were $7 trillion
in 2022 or 7.1 percent of GDP. The United States subsidies totaled $649
billion. Underpricing for local air pollution costs and climate damages
are the largest contributor, accounting for about 30 percent
each.
401.
Independent Evaluation Office of the
International Monetary Fund. The IMF and
Argentina, 1991–2001. https://www.imf.org/en/Publications/Independent-Evaluation-Office-Reports/Issues/2016/12/31/The-IMF-and-Argentina-1991-2001-17590
(2004) doi:10.5089/9781589063808.017.
402.
International Monetary Fund. IMF data. (2025).
403.
International Monetary Fund. Zimbabwe: 2009
Article IV Consultation—Staff Report. https://www.imf.org/en/Publications/CR/Issues/2016/12/31/Zimbabwe-2009-Article-IV-Consultation-Staff-Report-Public-Information-Notice-on-the-22925
(2009).
404.
ACS. India medical research spending: $1.2
billion. ACS: India Budget Biotech Health https://cen.acs.org/policy/research-funding/India-prioritizes-new-research-foundation-biotech-and-health-in-new-budget/99/web/2021/03
(2021)
Current pharma & MedTech R&D:
$3 billion (vs US $50-60B, China $15-20B) Department of Health Research
budget 2025-26: Rs. 3900.69 crores ($467M USD) Recent budget: Rs 3,201
crore ($419.2M) Historical health research funding: US $1,053M (2007-08)
→ $1,423M (2011-12), 8.8% annual increase Public health spending: 1.2%
of GDP (among lowest globally) Healthcare infrastructure need: $1.2
trillion (NITI Aayog 2022 report) Note: "$1.2 billion" may refer to
historical 2011-12 figure ($1.423B). Current: $3B pharma/MedTech, $467M
govt budget Additional sources:
https://cen.acs.org/policy/research-funding/India-prioritizes-new-research-foundation-biotech-and-health-in-new-budget/99/web/2021/03
| https://nmji.in/mapping-of-health-research-funding-in-india/ |
https://dhr.gov.in/documents/budget-reports
.405.
PMC. Indian aadhaar national identity system.
PMC: Aadhaar Failure to Do No Harm https://pmc.ncbi.nlm.nih.gov/articles/PMC5741784/
Largest biometric identity system in history: 1
billion registered users (nearly all of India’s 1.4B population)
12-digit unique identification number issued by Unique Identification
Authority of India (UIDAI) Biometric data: Fingerprints, facial images,
iris scans stored in Central Identities Repository (national centralized
database) Privacy concerns: Deployed without direct legislative
privacy/ethics constraints; comprehensive data protection legislation
not yet passed Security issues: High-ranking official’s Aadhaar number
shared on Twitter led to hackers accessing personal info (mobile, tax
ID) 2017: Supreme Court enshrined privacy rights Supreme Court ruling: 4
of 5 judges allowed program to continue with limited scope &
restrictions on data storage Threats: Potential for 360-degree
profiling; viewed by many as mass surveillance tool infringing privacy
rights Note: "with privacy protections" is questionable - significant
privacy concerns remain despite Supreme Court restrictions Additional
sources: https://pmc.ncbi.nlm.nih.gov/articles/PMC5741784/ |
https://time.com/5388257/india-aadhaar-biometric-identification/ |
https://privacyinternational.org/case-study/4698/id-systems-analysed-aadhaar
|
https://insights.som.yale.edu/insights/what-happens-when-billion-identities-are-digitized
.406.
Sinn, M. P. Private industry clinical
trial spending estimate. (2025)
Estimated
private pharmaceutical and biotech clinical trial spending is
approximately $75-90 billion annually, representing roughly 90% of
global clinical trial spending.
407.
Applied Clinical Trials. Industry vs.
Government clinical trial spending split (90/10). Applied Clinical
Trials https://www.appliedclinicaltrialsonline.com/view/sizing-clinical-research-market
Industry funds 90% of interventional drug/device
trials. Industry spending $32B vs Govt $3.6B (2008 data). Additional
sources:
https://www.appliedclinicaltrialsonline.com/view/sizing-clinical-research-market
|
https://www.tctmd.com/news/price-knowledge-industry-sponsored-studies-era-evidence-based-medicine
.408.
Infinita. Bridging the gap from biotech to
clinic. (2026).
409.
World Bank. Infrastructure investment economic
multiplier (1.6). World Bank: Infrastructure Investment as
Stimulus https://blogs.worldbank.org/en/ppps/effectiveness-infrastructure-investment-fiscal-stimulus-what-weve-learned
(2022)
Infrastructure fiscal multiplier: 1.6
during contractionary phase of economic cycle Average across all
economic states: 1.5 (meaning $1 of public investment → $1.50 of
economic activity) Time horizon: 0.8 within 1 year, 1.5 within 2-5
years Range of estimates: 1.5-2.0 (following 2008 financial crisis &
American Recovery Act) Italian public construction: 1.5-1.9 multiplier
US ARRA: 0.4-2.2 range (differential impacts by program type) Economic
Policy Institute: Uses 1.6 for infrastructure spending (middle range of
estimates) Note: Public investment less likely to crowd out private
activity during recessions; particularly effective when monetary policy
loose with near-zero rates Additional sources:
https://blogs.worldbank.org/en/ppps/effectiveness-infrastructure-investment-fiscal-stimulus-what-weve-learned
|
https://www.gihub.org/infrastructure-monitor/insights/fiscal-multiplier-effect-of-infrastructure-investment/
|
https://cepr.org/voxeu/columns/government-investment-and-fiscal-stimulus
|
https://www.richmondfed.org/publications/research/economic_brief/2022/eb_22-04
.410.
WHO. Injuries are largely preventable events.
WHO: Injuries and Violence Fact Sheet https://www.who.int/news-room/fact-sheets/detail/injuries-and-violence
WHO: "Injuries have traditionally been regarded
as random, unavoidable ’accidents’. Today both unintentional and
intentional injuries are viewed as largely preventable events. 4.4
million injury-related deaths annually: 3.16M unintentional, 1.25M
violence-related Injuries are preventable by changing environment,
individual behavior, products, social norms, legislation, and
governmental/institutional policies When standardized per 100,000
population, death rate is nearly double in low/middle-income vs
high-income countries (65 vs 35 per 100,000) 90% of injury-related
deaths occur in low- and middle-income countries Note: 60% of
accidental deaths theoretically preventable through policy, technology,
and behavior change; 40% involve instantaneous trauma beyond medical
intervention Additional sources:
https://www.who.int/news-room/fact-sheets/detail/injuries-and-violence |
https://pmc.ncbi.nlm.nih.gov/articles/PMC2912603/ |
https://www.who.int/publications-detail-redirect/the-injury-chart-book-a-graphical-overview-of-the-global-burden-of-injuries
.411.
Snopes. History of insulin patent and modern
price disparities. Snopes: Insulin Patent Dollar https://www.snopes.com/fact-check/insulin-patent-dollar/
(2019)
1923: Frederick Banting, Charles Best,
James Collip sold insulin patent to U. of Toronto for $1 each (total $3)
Banting: Unethical for doctor to profit from life-saving discovery;
wanted everyone to afford it Manufacturing cost: $6 per vial US retail
price: $300-332 per vial (Humalog: $21 in 1999 → $332 in 2019 = 1,000%+
increase) Price increases: 600% over 20 years; 200% between 2007-2018
Patients without insurance: Up to $1,000/month Contributing factors:
Patent evergreening, barriers to biosimilar entry, market concentration
(Eli Lilly, Novo Nordisk, Sanofi) Additional sources:
https://www.snopes.com/fact-check/insulin-patent-dollar/ |
https://www.t1international.com/100years/ |
https://pnhp.org/news/why-insulin-is-overpriced/ |
https://www.npr.org/2019/06/18/733742630/desperate-measures-the-skyrocketing-price-of-insulin-in-america
.412.
US
Government Info. Intelligence spending as percentage of military
budgets. US Government Info: Cost of Intelligence https://www.govinfo.gov/content/pkg/GPO-INTELLIGENCE/html/int017.html
US: Military-related budget lines (DoE, State
Dept, National Intelligence Program) = 11% of US spending (2024)
Intelligence funding: Grew faster than military when military spending
increased; decreased slower when military spending decreased Historical
trend: Intelligence funding reached level 80% above 1980 baseline US
National Intelligence Program + Military Intelligence Program ≈ 10-11%
of total military-related spending Additional sources:
https://www.govinfo.gov/content/pkg/GPO-INTELLIGENCE/html/int017.html |
https://sgp.fas.org/crs/intel/R44381.pdf |
https://en.wikipedia.org/wiki/United_States_intelligence_budget
.413.
International IDEA. International
IDEA voter turnout database world export. (2026)
Best current register-based estimate of global
registered voters. Sum of the latest available country-level
Registration counts in International IDEA’s world export on 2026-04-22 =
4,128,142,495 registered voters across 199 countries and political
entities. Methodology notes that Registration is the number of names on
the voters’ register as reported by electoral management bodies, and
comparability is imperfect because voter rolls and registration systems
differ across countries. Additional sources:
https://www.idea.int/data-tools/data/voter-turnout-database |
https://www.idea.int/data-tools/export?type=region_only&themeId=293&world=all&loc=home
.414.
Statista. Number of global internet users.
Statista: Internet Users Worldwide 2024 https://www.statista.com/statistics/273018/number-of-internet-users-worldwide/
(2024)
2022: Surpassed 5 billion users
worldwide 2024 (Oct): 5.52 billion (67.5% of global population);
year-end: 5.5B 2025 (start): 5.560 billion (67.9% of population); Oct
2025: 6.04 billion (73.2% of population) Growth: +136M in 2024 (+2.5%),
+294M over 12 months to Oct 2025 (+5.1%) Still disconnected: 2.630
billion people at start of 2025 Additional sources:
https://www.statista.com/statistics/273018/number-of-internet-users-worldwide/
|
https://www.digitalinformationworld.com/2025/02/global-internet-users-surpass-offline-556-billion-2025.html
| https://datareportal.com/global-digital-overview |
https://www.sganalytics.com/blog/global-internet-usage-statistics/
.415.
Sinn, M. P. The Invisible Graveyard:
Quantifying the Mortality Cost of FDA Efficacy Lag. https://papers.acceleratedmedicine.org/invisible-graveyard.html
(2025) doi:10.5281/zenodo.18356231
After proving a drug is safe, the FDA requires
8.2 years to prove it works before patients can access it. We estimate
this delay cost 102 million deaths among people waiting for approved
drugs (1962-2024). The human cost in death and disability of blocking
good drugs is 3.07k higher than the cost of approving bad
ones.
416.
IQVIA Institute for Human Data Science. The
global use of medicines 2024: Outlook to 2028. IQVIA Institute
Report https://www.iqvia.com/insights/the-iqvia-institute/reports-and-publications/reports/the-global-use-of-medicines-2024-outlook-to-2028
(2024)
Global days of therapy reached 1.8
trillion in 2019 (234 defined daily doses per person). Diabetes,
respiratory, CVD, and cancer account for 71 percent of medicine use.
Projected to reach 3.8 trillion DDDs by 2028.
417.
Internal Revenue Service. IRS
budget and workforce. (2026).
418.
Internal Revenue Service. Exemption
requirements - 501(c)(3) organizations.
419.
Jackson, C. K., Johnson, R. C. & Persico,
C. The effects of school
spending on educational and economic outcomes: Evidence from school
finance reforms. The Quarterly Journal of Economics
131, 157–218 (2016)
Using
exogenous variation from court-ordered school finance reforms, finds
that a 10% increase in per-pupil spending throughout all 12 years of
public school leads to 0.31 more completed years of education, 7.25%
higher wages, and a 3.67 percentage-point reduction in adult poverty.
This is one of the most credible causal estimates of the effect of
education spending on adult outcomes, using natural experiments to
address reverse causality concerns.
420.
Wikipedia. Journal of the american medical
association (JAMA) founded in 1883. Wikipedia: JAMA https://en.wikipedia.org/wiki/JAMA
Founded: 1883 by American Medical Association
Founding editor: Nathan Smith Davis Superseded: Transactions of the
American Medical Association 1960: Obtained current title "JAMA: The
Journal of the American Medical Association Evolution: Late 1800s
resembled general journalism; 1910s-1920s "turndown era" began rejecting
submissions based on quality; routine peer review instituted after WWII
Current: Peer-reviewed medical journal published 48 times/year covering
all aspects of biomedicine Additional sources:
https://en.wikipedia.org/wiki/JAMA |
https://jamanetwork.com/journals/jama/fullarticle/291201 |
https://onlinebooks.library.upenn.edu/webbin/serial?id=jama
.421.
JAMA Network Open. Pharmacist-led hypertension
management cost-effectiveness. JAMA Network Open https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2811317
(2023)
Recent US studies show pharmacist-led
hypertension management programs have incremental cost-effectiveness
ratios (ICERs) under $50,000 per QALY, with most interventions falling
in the $20,000-$33,000 per QALY range. These interventions are
considered highly cost-effective compared to standard care. Additional
sources:
https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2811317
.422.
Nobel Prize. James buchanan nobel prize in
economics, 1986. Nobel Prize: 1986 Economic Sciences https://www.nobelprize.org/prizes/economic-sciences/1986/press-release/
(1986)
James McGill Buchanan: 1986 Nobel
Memorial Prize in Economic Sciences Citation: "for his development of
the contractual and constitutional bases for the theory of economic and
political decision-making Field: Public choice theory (leading
researcher & cofounder with Gordon Tullock) Key work: "The Calculus
of Consent" (with Tullock) - now considered a classic, started the field
Contribution: Transferred concept of gain from mutual exchange between
individuals to political decision-making; applied economic analysis to
public sector Inspiration: Swedish economist Knut Wicksell (described as
"most exciting intellectual moment" of career) Additional sources:
https://www.nobelprize.org/prizes/economic-sciences/1986/press-release/
| https://en.wikipedia.org/wiki/James_M._Buchanan |
https://www.britannica.com/money/James-M-Buchanan |
https://www.econlib.org/library/Enc/bios/Buchanan.html
.423.
Yong, C. S. M., Deng, J.,
Tan, E. W., et al. Challenges in global access to CAR-t
cells: An asian perspective. International Journal of
Hematology https://pmc.ncbi.nlm.nih.gov/articles/PMC10937087/
(2024)
Reviews CAR-T cell therapy access
across Asia. Japan has approved five CAR-T products under National
Health Insurance: Kymriah, Yescarta, Breyanzi, Abecma, and Carvykti. All
priced at 32,647,761 JPY. Japan’s high-cost medical care reimbursement
system limits patient out-of-pocket costs.
424.
PMC. Japan medical research spending: $5
billion/year. PMC: Limited Alignment Disease Funding Japan https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7010241/
Publicly competitive health R&D funding:
344.1B JPY ( $3B USD) for 32,204 projects in 2015-2016 Japan Agency for
Medical Research & Development (AMED): 660B yen ( $6B USD) funded
since establishment Pharmaceutical R&D: 1.43 trillion yen ( $13B
USD) by Japanese pharma companies in FY2022 Total R&D across all
fields (FY2022): 20.7 trillion yen (most for natural sciences including
health) Note: "$5B" is reasonable estimate for government health
R&D; AMED alone $6B total; pharma private R&D much higher
( $13B) Additional sources:
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7010241/ |
https://www.nature.com/articles/d42473-020-00051-w |
https://pmc.ncbi.nlm.nih.gov/articles/PMC10434904/ |
https://www.statista.com/statistics/1108205/japan-research-and-development-expenses-pharmaceutical-industry/
.425.
Market Urbanism. Why is japanese zoning more
liberal than US zoning? Market Urbanism https://marketurbanism.com/2019/03/19/why-is-japanese-zoning-more-liberal-than-us-zoning/
(2019)
Japan’s zoning system operates with 12
national zones that permit multifamily housing and mixed-use development
even in strict zones. Development follows ’as-of-right’ approach without
discretionary review. Unlike the US where homes are investments and
89,000 municipalities create restrictive zoning, Japanese homes
depreciate completely within 22 years and national framework limits
local restrictiveness. Result: Tokyo ranks among the most affordable
developed-world cities despite being a megacity of 14
million.
426.
FDLI. Japan’s regenerative medicine act and
conditional approval pathway. FDLI: Japan’s Regen Med Pathways
https://www.fdli.org/2019/02/global-focus-japans-regenerative-medicine-regulatory-pathways-encouraging-innovation-and-patient-access/
(2019)
Act on Safety of Regenerative Medicine
(RM Act) + amended Pharmaceuticals and Medical Devices Act (PMD Act):
passed Nov 2013, effective Nov 2014 Conditional and time-limited
approval pathway: Obtain approval after exploratory trials demonstrate
probable benefit and proven safety 7-year conditional approval period to
confirm clinical benefit (e.g., using surrogate endpoints) SAKIGAKE
designation (April 2015): Expedited pathway for innovative products
targeting serious/life-threatening diseases without effective treatment
Benefits: Prioritized consultation, accelerated review, extended
re-examination period, premium pricing Examples: Terumo’s HeartSheet and
Stemirac obtained conditional approval; Stemirac also
SAKIGAKE-designated Additional sources:
https://www.fdli.org/2019/02/global-focus-japans-regenerative-medicine-regulatory-pathways-encouraging-innovation-and-patient-access/
|
https://www.insights.bio/cell-and-gene-therapy-insights/journal/article/310/Experiences-from-Japan-SAKIGAKE-Designation-System-for-Regenerative-Medical-Products
| https://pmc.ncbi.nlm.nih.gov/articles/PMC6696404/
.427.
Jha, P. et al. 21st-century hazards of
smoking and benefits of cessation in the united states. New
England Journal of Medicine 368, 341–350
(2013)
Smokers lose at least one decade of
life expectancy compared with those who have never smoked. The
probability of surviving from 25 to 79 years of age was about twice as
great in those who had never smoked as in current smokers (70 percent
vs. 38 percent among women and 61 percent vs. 26 percent among men).
Cessation before age 40 reduces the risk of death associated with
continued smoking by about 90 percent. Adults who quit at ages 25-34,
35-44, or 45-54 gained about 10, 9, and 6 years of life respectively
compared with those who continued to smoke.
428.
Johnson, C. Blowback:
The Costs and Consequences of American Empire. (Metropolitan
Books, 2000).
Published before 9/11, argued
that US foreign policy interventions (covert operations, military
basing, regime change) create anti-American resentment that manifests as
terrorism and instability. The term blowback was originally CIA internal
jargon for unintended consequences of covert operations. Johnson
compared the US military posture to a protection
racket.
429.
Sinn, M. P. The Funniest Joke in the
Universe. (2026) doi:10.5281/zenodo.20336705
How to end war and disease through
vandalism.
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Jones, K. E. et al. Global trends in
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431.
Jones, G. & Schneider, W. J. Intelligence, human
capital, and economic growth: A Bayesian averaging of
classical estimates (BACE) approach. Journal of
Economic Growth 11, 71–93 (2006)
IQ was significant at the 95% level in 99.8% of
1,330 BACE growth regressions. A 1 point increase in a nation’s average
IQ is associated with a persistent 0.11% annual increase in GDP per
capita.
432.
Hosoya, S. et al. Detailed revisions
to the subordinate regulation following the amendment of the act on the
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Kahneman, D. & Tversky, A. Prospect theory: An analysis of
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GovTrack. Kefauver harris amendment of 1962.
GovTrack https://www.govtrack.us/congress/bills/87/s1552
(1962)
regulating efficacy testing via the
1962 Kefauver Harris Amendment. The 1962 regulations made these large
real-world efficacy trials illegal. Additional sources:
https://www.govtrack.us/congress/bills/87/s1552 |
https://www.fda.gov/about-fda/histories-product-regulation/promoting-safe-effective-drugs-100-years
| https://pmc.ncbi.nlm.nih.gov/articles/PMC4101807/
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National Kidney Foundation. Annual deaths from
kidney disease. National Kidney Foundation: Global Facts https://www.kidney.org/global-facts-about-kidney-disease
(2022)
Direct CKD deaths: 1.2M (2017), 1.53M
(2021); increased from 591,800 (1990) to 1,425,670 (2019)
CKD-attributable cardiovascular deaths: Additional 1.4M deaths from CVD
attributable to impaired kidney function (7.6% of all CVD deaths, 2017)
Combined impact: 4.6% of total global mortality CKD: 12th leading cause
of death globally; one of few NCDs showing increased deaths over past 2
decades Additional sources:
https://www.kidney.org/global-facts-about-kidney-disease |
https://pmc.ncbi.nlm.nih.gov/articles/PMC9073222/ |
https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(20)30045-3/fulltext
|
https://www.healthdata.org/news-events/newsroom/news-releases/chronic-kidney-disease-global-killer-plain-sight
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Kitman, J. L. The secret history of lead.
The Nation https://www.thenation.com/article/archive/secret-history-lead/
(2000)
On the choice of tetraethyl lead over
ethanol: "GM couldn’t dictate an infrastructure that could supply
ethanol... any idiot with a still could make it at home... And ethanol,
unlike TEL, couldn’t be patented; it offered no profits for GM." On
DuPont’s role: "By 1920 it controlled more than 35 percent of GM shares
and moved to pack the board."
437.
Kleiner, M. M. Licensing Occupations:
Ensuring Quality or Restricting Competition? (W.E. Upjohn Institute
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438.
Kleiner, M. M. & Krueger, A. B. Analyzing
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S173–S202 (2013)
Occupational licensing
affects 29% of US workers and creates labor market distortions costing
2-3% of GDP.
439.
KOF Swiss Economic Institute. Healthcare
expenditure rises to over CHF 100 billion. KOF Swiss Economic
Institute, ETH Zurich https://kof.ethz.ch/en/news-and-events/media/press-releases/2024/11/health-expanditures-forecast.html
(2024)
Healthcare expenditure as a share of
GDP amounted to 11.8
.440.
Kovarik, W. Ethyl-leaded gasoline:
How a classic occupational disease became an international public health
disaster. International Journal of Occupational and
Environmental Health 11, 384–397 (2005)
TEL introduced commercially February 1923; Ethyl
Gasoline Corporation formed 1924 as a 50/50 joint venture of General
Motors and Standard Oil of New Jersey, with DuPont manufacturing the
additive. "In efforts to protect their profits, industry executives
falsely claimed there was no alternative to leaded gasoline. Fifty years
passed before scientific, court, and regulatory challenges had any
influence."
441.
Kremer, M., Levin, J. & Snyder, C. M. Advance market
commitments: Insights from theory and experience. AEA Papers and
Proceedings 110, 269–273 (2020)
Reviews the $1.5 billion pilot Advance Market
Commitment for pneumococcal vaccine. Three vaccines developed, 150
million children immunized, estimated 700,000 lives saved. Discusses AMC
design for well-defined products versus systemic
reform.
442.
Kuran, T. Private Truths,
Public Lies: The Social Consequences of Preference
Falsification. (Harvard University Press, Cambridge, MA,
1995).
Kuran’s theory of preference
falsification: individuals misrepresent their private preferences under
perceived social pressure. The book provides a unified theory of how
preference falsification shapes collective decisions, sustains social
stability, distorts human knowledge, and conceals political
possibilities, with applications including the unexpected fall of
communism, opposition to affirmative action, and the durability of
India’s caste system. Explains why large private majorities can remain
invisible until a credible public measurement reveals
them.
443.
Kydland, F. E. & Prescott, E. C. Rules
rather than discretion: The inconsistency of optimal plans.
Journal of Political Economy 85, 473–492
(1977)
Time-inconsistency describes
situations where, with the passing of time, policies that were
determined to be optimal yesterday are no longer perceived to be optimal
today and are not implemented... This insight shifted the focus of
policy analysis from the study of individual policy decisions to the
design of institutions that mitigate the time consistency
problem.
444.
Laffont, J.-J. & Tirole, J. A Theory of
Incentives in Procurement and Regulation. (MIT Press, 1993).
445.
Lalley, S. P. & Weyl, E. G. Quadratic voting: How
mechanism design can radicalize democracy. Lalley
108, 33–37 (2018)
The paper
proposes a design where individuals pay for as many votes as they wish
using a number of "voice credits" in the votes they buy. Only quadratic
cost induces marginal costs linear in votes purchased and thus welfare
optimality if individuals’ valuation of votes is proportional to their
value of changing the outcome. Additional sources:
https://www.aeaweb.org/articles?id=10.1257/pandp.20181002 |
https://ssrn.com/abstract=2003531 |
https://www.microsoft.com/en-us/research/publication/quadratic-voting-how-mechanism-design-can-radicalize-democracy/
.446.
BioPharma Dive. Approval of landmark gene
therapies (luxturna, zolgensma, CAR-t). BioPharma Dive:
Luxturna https://www.biopharmadive.com/news/luxturna-gene-therapy-eye-leber-lca/609832/
(2017)
Luxturna (Dec 2017): First in vivo
gene therapy approved by US FDA; treats biallelic RPE65
mutation-associated retinal dystrophy (inherited blindness); $850,000
one-time therapy CAR-T therapies (2017): Kymriah and Yescarta approved
same year as Luxturna Zolgensma (May 2019): Spinal muscular atrophy
treatment; second gene therapy for inherited disease in US; $2.1M (one
of most expensive medicines at the time) Described as "landmark moment
for a field riddled with ups and downs" and "landmark achievements in
history of modern science Additional sources:
https://www.biopharmadive.com/news/luxturna-gene-therapy-eye-leber-lca/609832/
|
https://cen.acs.org/articles/95/web/2017/12/First-gene-therapy-genetic-disease.html
|
https://www.npr.org/sections/health-shots/2017/12/19/571962226/first-gene-therapy-for-inherited-disease-gets-fda-approval
| https://pmc.ncbi.nlm.nih.gov/articles/PMC7123914/
.447.
Sir Martin Landray. Landray, sir martin, on the
RECOVERY trial. Sir Martin Landray https://www.ox.ac.uk/news/features/recovery-trial-two-years
In 2019, I had no idea that I would be setting up
a trial of treatments for an infectious disease, let alone a pandemic
virus. I certainly would not have thought it possible to go from a blank
piece of paper to enrolling the first patient in nine days, to finding
the first life-saving treatment within ten weeks, and for it to be made
standard NHS policy within three hours. Additional sources:
https://www.ox.ac.uk/news/features/recovery-trial-two-years
.448.
London Bullion Market Association. Gold
during periods of conflict. (2019)
During
wartime, almost all belligerent nations would go off the gold standard
in order to conceal the staggering costs of war from their citizens by
printing money rather than raising taxes.
449.
League of Conservation Voters. About the scorecard.
(2024).
450.
Down To Earth. Lead exposure costs $6 trillion
annually due to premature death. Down To Earth https://www.downtoearth.org.in/pollution/lead-exposure-causes-6-trillion-in-economic-losses-from-premature-death-due-to-cardiovascular-disease-and-cognitive-dysfunction-says-analysis
(2023).
451.
Leitenberg, M. Deaths in Wars and Conflicts
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(2006)
Comprehensive accounting of deaths
from wars, conflicts, genocides, and policy-induced famines in the 20th
century. Central estimate: approximately 231 million people killed or
allowed to die by human decision. Includes combat deaths, civilian
casualties, democide, and conflict-induced famine.
452.
Lichtenberg, F. R. How many life-years have
new drugs saved? A three-way fixed-effects analysis of 66 diseases in 27
countries, 2000-2013. International Health
11, 403–416 (2019)
Using
3-way fixed-effects methodology (disease-country-year) across 66
diseases in 22 countries, this study estimates that drugs launched after
1981 saved 148.7 million life-years in 2013 alone. The regression
coefficients for drug launches 0-11 years prior (beta=-0.031, SE=0.008)
and 12+ years prior (beta=-0.057, SE=0.013) on years of life lost are
highly significant (p<0.0001). Confidence interval for life-years
saved: 79.4M-239.8M (95 percent CI) based on propagated standard errors
from Table 2.
453.
Liebman, J. B. Social impact bonds: A guide for
state and local governments. Harvard Kennedy School Social Impact
Bond Technical Assistance Lab https://www.hks.harvard.edu/centers/mrcbg/publications/awp
(2011).
454.
Source: US Life Expectancy FDA Budget 1543-2019
CSV. US
life expectancy growth 1880-1960: 3.82 years per decade. (2019)
Pre-1962: 3.82 years/decade Post-1962: 1.54
years/decade Reduction: 60% decline in life expectancy growth rate
Additional sources: https://ourworldindata.org/life-expectancy |
https://www.mortality.org/ |
https://www.cdc.gov/nchs/nvss/mortality_tables.htm
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Lillie, E. O. et al. The n-of-1
clinical trial: The ultimate strategy for individualizing medicine?
PubMed https://pubmed.ncbi.nlm.nih.gov/21695041/
(2011)
N-of-1 trials consider an individual
patient as the sole unit of observation investigating efficacy or
side-effects Goal: determine optimal intervention for individual patient
using objective data-driven criteria Can leverage randomization,
washout, crossover periods, and placebo controls Argues for serious
attention given contemporary focus on individualized medicine Published
in Personalized Medicine, 8(2): 161-173. DOI: 10.2217/pme.11.7
Additional sources: https://pubmed.ncbi.nlm.nih.gov/21695041/ |
https://pmc.ncbi.nlm.nih.gov/articles/PMC3118090/ |
https://www.tandfonline.com/doi/full/10.2217/pme.11.7
.456.
Responsible Statecraft. Lobbying ROI
calculation ($1,813 per $1). Responsible Statecraft https://responsiblestatecraft.org/2021/09/02/top-defense-firms-see-2t-return-on-1b-investment-in-afghan-war/
(2021).
457.
OpenSecrets. Defense sector lobbying summary.
OpenSecrets https://www.opensecrets.org/federal-lobbying/sectors/summary?id=D
(2025)
Military sector federal lobbying
totaled $198,009,793 in 2025, up from $159.5 million in 2024 and $142.9
million in 2023. Additional sources:
https://www.opensecrets.org/federal-lobbying/sectors/summary?id=D
.458.
OpenSecrets. Lobbyist statistics for washington
d.c. OpenSecrets: Lobbying in US https://en.wikipedia.org/wiki/Lobbying_in_the_United_States
Registered lobbyists: Over 12,000 (some
estimates); 12,281 registered (2013) Former government employees as
lobbyists: 2,200+ former federal employees (1998-2004), including 273
former White House staffers, 250 former Congress members & agency
heads Congressional revolving door: 43% (86 of 198) lawmakers who left
1998-2004 became lobbyists; currently 59% leaving to private sector work
for lobbying/consulting firms/trade groups Executive branch: 8% were
registered lobbyists at some point before/after government service
Additional sources:
https://en.wikipedia.org/wiki/Lobbying_in_the_United_States |
https://www.opensecrets.org/revolving-door |
https://www.citizen.org/article/revolving-congress/ |
https://www.propublica.org/article/we-found-a-staggering-281-lobbyists-whove-worked-in-the-trump-administration
.459.
NPR. When lobbyists literally write the bill.
NPR: It’s All Politics https://www.npr.org/sections/itsallpolitics/2013/11/11/243973620/when-lobbyists-literally-write-the-bill
(2013)
House bill to weaken Dodd-Frank
financial regulations: 70 of 85 lines reflected Citigroup lobbyist
recommendations. Two paragraphs copied almost word for word, with only
two words changed to make them plural. Bill sought to eliminate push-out
rule preventing banks from using customer deposits for derivative
trading.
460.
OpenSecrets. Lockheed martin’s political
donations, contracts, and state operations in 2022. OpenSecrets:
Lockheed Martin Summary https://www.opensecrets.org/orgs/lockheed-martin/summary?id=d000000104
(2022)
Political contributions 2022:
$3,946,639 (PAC + individuals); PAC alone: $1,542,500 to federal
candidates (2021-2022 cycle) Lobbying 2022: $13.6M expenditure (focused
on military appropriations, foreign military sales) Geographic
footprint: Operations in over half of states; employs 1,000-20,000+ per
state Additional sources:
https://www.opensecrets.org/orgs/lockheed-martin/summary?id=d000000104 |
https://www.opensecrets.org/political-action-committees-pacs/lockheed-martin/C00303024/candidate-recipients/2022
|
https://www.taxpayer.net/wp-content/uploads/2024/10/Oct-2024-Political-Footprint-of-the-Military-Industry.pdf
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Lohmann, S. An
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462.
Cutler, D. M. The economic cost of long
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463.
CIDRAP. Long COVID takes $1
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464.
Wikipedia. The collapse of long-term capital
management (LTCM) in 1998. Wikipedia: LTCM https://en.wikipedia.org/wiki/Long-Term_Capital_Management
(2013)
Founded 1994 by John Meriwether
(former Salomon Brothers vice-chairman) Board included Nobel Prize
winners: Myron Scholes & Robert C. Merton (1997 Nobel in Economics
for Black-Scholes model) Initial success: 21% (year 1), 43% (year 2),
41% (year 3) annualized returns after fees 1998 collapse: Lost $4.6B in
<4 months due to high leverage + 1997 Asian crisis + 1998 Russian
crisis Extreme leverage: $30 debt per $1 capital (end of 1997) Bailout:
$3.6B ($3.625B) from 14 banks, brokered by Federal Reserve Bank of NY
(Fed didn’t lend own funds) By early 2000: Fund liquidated, creditors
repaid Additional sources:
https://en.wikipedia.org/wiki/Long-Term_Capital_Management |
https://www.federalreservehistory.org/essays/ltcm-near-failure |
https://www.wallstreetmojo.com/long-term-capital-management/ |
https://blogs.cfainstitute.org/investor/2013/11/04/the-incredible-untold-story-about-how-the-financial-world-almost-ended/
.465.
Wikipedia. Longevity escape velocity (LEV) -
maximum human life extension potential. Wikipedia: Longevity Escape
Velocity https://en.wikipedia.org/wiki/Longevity_escape_velocity
Longevity escape velocity: Hypothetical point
where medical advances extend life expectancy faster than time passes
Term coined by Aubrey de Grey (biogerontologist) in 2004 paper; concept
from David Gobel (Methuselah Foundation) Current progress: Science adds
3 months to lifespan per year; LEV requires adding >1 year per year
Sinclair (Harvard): "There is no biological upper limit to age" - first
person to live to 150 may already be born De Grey: 50% chance of
reaching LEV by mid-to-late 2030s; SENS approach = damage repair rather
than slowing damage Kurzweil (2024): LEV by 2029-2035, AI will simulate
biological processes to accelerate solutions George Church: LEV "in a
decade or two" via age-reversal clinical trials Natural lifespan cap:
120-150 years (Jeanne Calment record: 122); engineering approach could
bypass via damage repair Key mechanisms: Epigenetic reprogramming,
senolytic drugs, stem cell therapy, gene therapy, AI-driven drug
discovery Current record: Jeanne Calment (122 years, 164 days) - record
unbroken since 1997 Note: LEV is theoretical but increasingly plausible
given demonstrated age reversal in mice (109% lifespan extension) and
human cells (30-year epigenetic age reversal) Additional sources:
https://en.wikipedia.org/wiki/Longevity_escape_velocity |
https://pmc.ncbi.nlm.nih.gov/articles/PMC423155/ |
https://www.popularmechanics.com/science/a36712084/can-science-cure-death-longevity/
|
https://www.diamandis.com/blog/longevity-escape-velocity
.466.
Think by Numbers. Lost human capital due to war
($270B annually). Think by Numbers https://thinkbynumbers.org/military/war/the-economic-case-for-peace-a-comprehensive-financial-analysis/
(2021)
Lost human capital from war: $300B
annually (economic impact of losing skilled/productive individuals to
conflict) Broader conflict/violence cost: $14T/year globally 1.4M
violent deaths/year; conflict holds back economic development, causes
instability, widens inequality, erodes human capital 2002: 48.4M DALYs
lost from 1.6M violence deaths = $151B economic value (2000 USD)
Economic toll includes: commodity prices, inflation, supply chain
disruption, declining output, lost human capital Additional sources:
https://thinkbynumbers.org/military/war/the-economic-case-for-peace-a-comprehensive-financial-analysis/
|
https://www.weforum.org/stories/2021/02/war-violence-costs-each-human-5-a-day/
| https://pubmed.ncbi.nlm.nih.gov/19115548/
.467.
London School of Hygiene & Tropical
Medicine. Every
month delayed in cancer treatment can raise risk of death by around
10%. (2020).
468.
Mackay, C. Memoirs of Extraordinary
Popular Delusions and the Madness of Crowds. (Richard Bentley,
London, 1841).
Classic study of crowd
psychology, financial bubbles, and mass delusions. Documents how groups
of individually rational people can collectively produce irrational
outcomes when independence of judgment breaks down. Covers the South Sea
Bubble, Tulip Mania, and other episodes where the wisdom of crowds
became the madness of crowds.
469.
Macrotrends. Gold
prices - 100 year historical chart. (2026)
Historical gold prices from 1915 to present. Average annual gold
price in 1972: $58.17 per troy ounce. Gold price in early March 2026:
over $5,400 per ounce.
470.
Bolt, J. & Zanden, J. L. van. Maddison
project database 2020. (2020)
Historical
GDP per capita estimates from year 1 to present. Global GDP per capita
in 1900: approximately 1,260 in 1990 international dollars (roughly
3,150 in 2024 USD after PPP and inflation adjustment). Standard
reference for long-run comparative economic history.
471.
Wikipedia. Madoff investment scandal.
Wikipedia https://en.wikipedia.org/wiki/Madoff_investment_scandal
(2024).
472.
WHO. Annual deaths from malaria. WHO
https://www.who.int/teams/global-malaria-programme/reports/world-malaria-report-2024
(2024)
600,000 people per year die from
malaria (a disease spread by a bug we can’t figure out how to properly
swat) Additional sources:
https://www.who.int/teams/global-malaria-programme/reports/world-malaria-report-2024
.473.
Doblin, R. FDA
decision, redoubling of MAPS efforts, and lykos board resignation.
(2024).
474.
Qredible. The
economic benefits of legalizing weed: A compliance perspective.
(2024).
475.
Martin, M. J., Thottathil, S. E. & Newman,
T. B. Antibiotics
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105, 2409–2410 (2015).
476.
Maskin, E. Nash equilibrium and welfare
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23–38 (1999).
477.
Swank, Z. et al. Remission of severe
forms of long COVID following monoclonal antibody
(MCA) infusions: A report of signal index cases and call
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(2023).
478.
Supreme Court of the United States. McCutcheon
v. Federal election commission. (2014).
479.
Supreme Court of the United States. McDonnell
v. United states. (2016).
480.
McFarland, M. J., Hauer, M. E. & Reuben, A.
Half of US population
exposed to adverse lead levels in early childhood. Proceedings
of the National Academy of Sciences 119,
e2118631119 (2022)
Leaded gasoline, used in
the US from 1923 until its on-road ban in 1996, exposed more than half
of the 2015 US population to adverse blood-lead levels in early
childhood. The authors estimate childhood lead exposure cost the
population a cumulative 824 million IQ points, an average of 2.6 points
per person, rising to 5.9 points for the most-exposed 1966-1970 birth
cohort.
481.
Mitchell, J. M. et al. MDMA-assisted
therapy for moderate to severe PTSD: A randomized, placebo-controlled
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2473–2480 (2023).
482.
Freudenmann, R. W., Öxler, F. &
Bernschneider-Reif, S. The
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483.
Transform Drug Policy Foundation. MDMA: History
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(2021).
484.
Wikipedia. Pharmaceutical lobby influence on
medicare modernization act of 2003. Wikipedia: Medicare
Modernization Act https://en.wikipedia.org/wiki/Medicare_Prescription_Drug,_Improvement,_and_Modernization_Act
Medicare Prescription Drug, Improvement, and
Modernization Act (P.L. 108-173): Signed Dec 8, 2003 by President Bush;
created voluntary Part D prescription drug benefit Noninterference
provision": Prohibits HHS Secretary from negotiating drug prices or
establishing preferred drug list Instead: Drug prices negotiated between
manufacturers & insurance companies administering Part D plans
Pharma industry role in writing: "Noninterference clause" written with
major industry involvement; drug manufacturers had major role writing
& getting it through Congress Industry lobbying: $231M spent on
lobbying in 2003 (more than any other industry since 1998) Rep. Billy
Tauzin example: 2004 appointed PhRMA chief lobbyist ($2M/year rumored);
responsible for including price negotiation prohibition 2022 change:
Inflation Reduction Act removed ban; Medicare can negotiate starting
2026 Additional sources:
https://en.wikipedia.org/wiki/Medicare_Prescription_Drug,_Improvement,_and_Modernization_Act
|
https://www.healthaffairs.org/content/forefront/politics-medicare-and-drug-price-negotiation-updated
|
https://www.congress.gov/crs-products/product/pdf/R/R47872
.485.
Centrus Energy Corp. Megatons
to megawatts. (2013).
486.
Benson, K. & Hartz, A. J. A comparison of
observational studies and randomized, controlled trials. New England
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487.
Milgrom, P. Putting Auction Theory to
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488.
Mercatus. Military spending economic multiplier
(0.6). Mercatus: Defense Spending and Economy https://www.mercatus.org/research/research-papers/defense-spending-and-economy
Ramey (2011): 0.6 short-run multiplier Barro
(1981): 0.6 multiplier for WWII spending (war spending crowded out 40¢
private economic activity per federal dollar) Barro & Redlick
(2011): 0.4 within current year, 0.6 over two years; increased govt
spending reduces private-sector GDP portions General finding: $1
increase in deficit-financed federal military spending = less than $1
increase in GDP Variation by context: Central/Eastern European NATO: 0.6
on impact, 1.5-1.6 in years 2-3, gradual fall to zero Ramey &
Zubairy (2018): Cumulative 1% GDP increase in military expenditure
raises GDP by 0.7% Additional sources:
https://www.mercatus.org/research/research-papers/defense-spending-and-economy
|
https://cepr.org/voxeu/columns/world-war-ii-america-spending-deficits-multipliers-and-sacrifice
|
https://www.rand.org/content/dam/rand/pubs/research_reports/RRA700/RRA739-2/RAND_RRA739-2.pdf
.489.
d’Agostino, G., Dunne, J.
P. & Pieroni, L. Does military spending stifle economic
growth? The empirical evidence from non-OECD countries. Economic
Modelling https://pmc.ncbi.nlm.nih.gov/articles/PMC7779781/
(2019)
Panel data covering 133 countries
(1960-2012). A 1 percentage point increase in military expenditure as
share of GDP reduces economic growth by approximately 1.10 percentage
points. Military spending crowds out private investment and diverts
resources from productive public expenditure.
490.
Wikipedia. Michael milken and the development
of the high-yield bond market. Wikipedia: Michael Milken https://en.wikipedia.org/wiki/Michael_Milken
Michael Milken ("Junk Bond King"): Pioneered
high-yield "junk bond" market with Drexel Burnham Lambert (1970s-1980s)
Original-issue high-yield debt innovation provided hostile bidders &
LBO firms enormous capital for multi-billion-dollar deals Mid-1980s:
Milken’s high-yield bond buyer network enabled rapid large-scale
fundraising, facilitated LBOs (e.g., KKR) Market growth: End of 1980s =
$150B junk-bond market; Drexel became leading US financial firm with
50% market share Milken compensation: >$1B over 4 years (late 1980s)
- US income record at the time 1989: Indicted for
racketeering/securities fraud; plea bargain to securities/reporting
violations (not racketeering/insider trading) 1990: Drexel bankruptcy
& liquidation Additional sources:
https://en.wikipedia.org/wiki/Michael_Milken |
https://www.hbs.edu/faculty/Pages/item.aspx?num=50852 |
https://www.britannica.com/money/Michael-R-Milken |
https://www.sechistorical.org/museum/galleries/wwr/wwr05d-markets-milken.php
.491.
Truthout. Iranian girls’ elementary school
massacre was a double-tap strike, medics say. Truthout https://truthout.org/articles/iranian-girls-elementary-school-massacre-was-a-double-tap-strike-medics-say/
(2026)
The bombing of an elementary school in
southern Iran was described as a double-tap airstrike, where attackers
bomb a target and then follow up with a second strike meant to kill
survivors and first responders.
492.
PolitiFact. Trump blamed iran for a strike that
hit a girls’ school. Open-source intelligence contradicted that.
PolitiFact https://www.politifact.com/article/2026/mar/11/trump-iran-school-strike/
(2026)
A military investigation concluded
that the United States is responsible for the deadly Tomahawk missile
strike on an Iranian elementary school in Minab, killing 165 schoolgirls
and teachers. The strike used outdated intelligence.
493.
MIT CEEPR. Impacts of the Jones Act on u.s.
Petroleum Markets. https://ceepr.mit.edu/wp-content/uploads/2025/02/MIT-CEEPR-WP-2025-03.pdf
(2025).
494.
Montana Department of Public Health and Human
Services. Notice of
adoption: MAR notice no. 2026-427.2, new rules 1 through 25 pertaining
to experimental treatment centers. (2026).
495.
Montana 69th Legislature. Senate
bill no. 535: An act revising laws related to experimental
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496.
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costs out of $35B total competitive grants (26% of total)
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https://www.americanactionforum.org/weekly-checkup/nihs-15-percent-cap-leaner-budgets-stronger-science/
|
https://www.feldesman.com/a-major-fumble-in-research-grants-nih-unilaterally-caps-indirect-costs-at-15-percent-in-open-grants-to-universities-and-research-institutions/
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All of Us. NIH all of us research program
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Total authorized funding: $2.16B (not
$4B) - $1.02B allocated since 2015, $1.14B authorized through 2026 via
21st Century Cures Act Budget cut 71% over 2 years: $500M+ (2023) →
$150M (2025) Enrolled: 860,000 participants from all 50 states; 633,000+
participants with data available for research Clinical trials completed:
Zero (program is observational cohort study, not a clinical trial
program) Purpose: Collect prospective data to inform future clinical
trials, provide recruitment infrastructure Additional sources:
https://allofus.nih.gov/article/program-overview |
https://www.nejm.org/doi/full/10.1056/NEJMsr1809937 |
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averaging 4% annual growth NIH-specific output example (2000): 4,451
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active journals: 46,736 peer-reviewed journals (2020) publishing 3M+
articles annually Additional sources:
https://ncses.nsf.gov/pubs/nsb20206 |
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council members Specific count of "key decision-makers" varies by
definition; centralized funding decisions flow through Office of
Director and IC leadership Additional sources:
https://www.nih.gov/about-nih/what-we-do/nih-almanac |
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Contributor to research/vaccine development but not sole eradicator
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control via sanitation, vaccines, antibiotics, nutrition Additional
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one-third (33%) is allocated to clinical research including
patient-oriented research, clinical trials, and health services
research. Categories overlap so totals exceed 100%. Additional sources:
https://www.pnas.org/doi/10.1073/pnas.1920929117 |
https://marianamazzucato.com/books/the-entrepreneurial-state |
https://www.hhs.gov/about/budget/budget-in-brief/nih/index.html |
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Additional sources:
https://www.sciencedirect.com/science/article/pii/S2666535224001174 |
https://www.nejm.org/doi/full/10.1056/NEJM199906173402406 |
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Institute of Allergy & Infectious Diseases (NIAID): $6.56B (flat
from FY2023) National Institute on Aging (NIA): $4.5B+ ($90M for
Alzheimer’s/dementia research) Additional sources:
https://www.aip.org/fyi/fy2024-national-institutes-of-health |
https://crsreports.congress.gov/product/pdf/R/R43341 |
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https://pmc.ncbi.nlm.nih.gov/articles/PMC10349341/
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545.
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Mass U.S. movement (1980s) to halt
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Soviet Union Origins: Proposed by Randall Forsberg (Dec 1979); Nuclear
Weapons Freeze Campaign formed March 1981 at Georgetown University June
12, 1982: 1 million people rallied in NYC (largest peacetime rally in
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African-American churches) 1987: Merged with Committee for a Sane
Nuclear Policy → formed Peace Action Additional sources:
https://en.wikipedia.org/wiki/Nuclear_Freeze_campaign |
https://www.armscontrol.org/act/2010-12/nuclear-freeze-and-its-impact |
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551.
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inference, diminishing returns modeling, and cost-effectiveness evidence
to determine optimal public goods funding levels that maximize two
welfare metrics: real after-tax median income growth and median healthy
life years. For each spending category, OBG estimates an Optimal
Spending Level (OSL) and produces a gap analysis showing where current
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Wikipedia. Occupy wall street movement (2011).
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Left-wing populist movement against economic
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September 17 - November 15, 2011 (59 days) in Zuccotti Park, NYC
Financial District Slogan "We are the 99%" highlighted income/wealth
inequality: Top 1% owned 40% of wealth, earned 20% of income (2011)
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police cleared park ( 200 arrested) Legacy: Successfully reframed
national conversation about economic inequality in simple, effective
terms Additional sources:
https://en.wikipedia.org/wiki/Occupy_Wall_Street |
https://www.britannica.com/topic/Occupy-Wall-Street |
https://history.com/this-day-in-history/occupy-wall-street-begins-zuccotti-park
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Columbia/NBER. Odds of a single vote being
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National average: 1 in 60 million
chance (2008 election analysis by Gelman, Silver, Edlin) Swing states
(NM, VA, NH, CO): 1 in 10 million chance Non-competitive states: 34
states >1 in 100 million odds; 20 states >1 in 1 billion
Washington DC: 1 in 490 billion odds Methodology: Probability state is
necessary for electoral college win × probability state vote is tied
Additional sources:
https://sites.stat.columbia.edu/gelman/research/published/probdecisive2.pdf
|
https://onlinelibrary.wiley.com/doi/abs/10.1111/j.1465-7295.2010.00272.x
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15.0% of GDP - 23 percentage points lower than US (per IMF data) OECD
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https://data.oecd.org/gga/general-government-spending.htm
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Open source services market: $30.2B (2023) →
$81.4B (2030) at 16.5% CAGR; other estimates $135.9B by 2033 Open source
cloud platform: $6.23B (2024) → $18.12B (2033) at 12.8% CAGR Platform as
a Service (PaaS): Growing at 12.6% CAGR Broader cloud computing market:
Projected $1.5 trillion by 2033 at 15% CAGR Current market in tens of
billions, approaching multi-trillion valuations in long term Additional
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https://www.grandviewresearch.com/industry-analysis/open-source-services-market-report
|
https://www.precedenceresearch.com/open-source-services-market
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OpenSecrets. Intuit
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OpenSecrets. Federal
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https://www.opensecrets.org/news/2025/02/federal-lobbying-set-new-record-in-2024/
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OpenSecrets. Revolving door: Former
members of congress. (2024)
388 former
members of Congress are registered as lobbyists. Nearly 5,400 former
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https://www.opensecrets.org/revolving-door
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OpenSecrets. TARP
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568.
OpenSecrets. Top
lobbying industries 2025. (2025)
Sector
ranks and per-company federal lobbying spending for 2025. Combined
market capitalization of the top-5 publicly traded US lobbying spenders
in each government-controlling sector: pharmaceuticals $1,794.7B;
technology $13,279.5B; insurance $385.6B; oil and gas $1,246.9B;
four-sector total approx $16.71T. Caveats: Meta (Zuckerberg holds 60.8%
of voting power) and Alphabet (Page and Brin hold 52.3%) cannot be
majority-acquired; Ellison owns 40.6% of Oracle; the largest insurance
lobbyists are mutuals with no public shares; trade associations (PhRMA,
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https://stockanalysis.com/stocks/
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|
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https://en.wikipedia.org/wiki/Patriot_Act |
https://www.britannica.com/topic/USA-PATRIOT-Act |
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employ a dollars-per-quality adjusted life year (or similar measure that
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In the most recent audit, the
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Pew Research Center. Majority
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605.
Peterson Foundation. Budget
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607.
Value in Health. Average lifetime revenue per
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Study of 361 FDA-approved drugs from 1995-2014
(median follow-up 13.2 years): Mean lifetime revenue: $15.2 billion per
drug Median lifetime revenue: $6.7 billion per drug Revenue after 5
years: $3.2 billion (mean) Revenue after 10 years: $9.5 billion (mean)
Revenue after 15 years: $19.2 billion (mean) Distribution highly skewed:
top 25 drugs (7%) accounted for 38% of total revenue ($2.1T of $5.5T)
Additional sources:
https://www.sciencedirect.com/science/article/pii/S1098301524027542
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OpenSecrets. Pharmaceutical industry lobbying
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Pharmaceutical and health products industry spent
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Employs roughly 3 lobbyists for every member of Congress Note: The
industry has consistently been among the top spenders on lobbying in
Washington D.C., with major pharmaceutical companies like Pfizer,
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PMC. Pharmaceutical industry annual profits.
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pharma companies made >$112B in profits Profit margins: Pharma
companies 13.8% median vs 7.7% for other S&P 500 companies Largest
25 companies: 15-20% annual average profit margin vs 4-9% for non-drug
companies globally Profitability: Pharma significantly more profitable
than most S&P 500 companies Additional sources:
https://pmc.ncbi.nlm.nih.gov/articles/PMC7054843/ |
https://www.bentley.edu/news/new-research-shows-pharma-companies-are-more-profitable-most-sp-500-companies
| https://www.gao.gov/products/gao-18-40
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(2025)
Deloitte’s annual study of top 20
pharma companies by R&D spend (2010-2024): 2024 ROI: 5.9% (second
year of growth after decade of decline) 2023 ROI: 4.3% (estimated from
trend) 2022 ROI: 1.2% (historic low since study began, 13-year low) 2021
ROI: 6.8% (record high, inflated by COVID-19 vaccines/treatments)
Long-term trend: Declining for over a decade before 2023 recovery
Average R&D cost per asset: $2.3B (2022), $2.23B (2024) These
returns (1.2-5.9% range) fall far below typical corporate ROI targets
(15-20%) Additional sources:
https://www.deloitte.com/ch/en/Industries/life-sciences-health-care/research/measuring-return-from-pharmaceutical-innovation.html
|
https://www.prnewswire.com/news-releases/deloittes-13th-annual-pharmaceutical-innovation-report-pharma-rd-return-on-investment-falls-in-post-pandemic-market-301738807.html
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Phase 3 clinical trials cost between $20 million
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area and trial complexity. Additional sources:
https://www.sofpromed.com/how-much-does-a-clinical-trial-cost |
https://www.cbo.gov/publication/57126
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Faster drug approvals under
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rapid access to drugs, though this benefit was partially offset by an
estimated 56,000 life years lost due to adverse events... Consumer
welfare increased between $7 billion and $20 billion.
615.
Institute of Medicine (US) Committee on the
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127.4 in 1960; 137.4 in 1970 (DHHS 1993). At 1960 US population of
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616.
Peterson Institute for International Economics.
Income
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From 1948 to 1973, the
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The Planetary Constitutional
Convention is a deliberative process to stress-test and improve the
Earth Optimization Protocol. Submissions must cover ten required
governance functions, pass eleven constitutional constraints, survive
adversarial review, and survive wishocratic pairwise comparison. The
current benchmark is the Earth Optimization Protocol v1. The convention
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618.
Plato. Apology.
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Plato’s
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death on charges of impiety and corrupting the youth. The case is the
canonical example of direct democratic majority rule producing an unjust
outcome against an individual, and motivates the need for domain
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$97 (IQR $19–$478), based on 2015 dollars. 25% of trials cost
<$19/patient; 10 trials exceeded $1,000/patient. U.S. studies median
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https://pmc.ncbi.nlm.nih.gov/articles/PMC6508852/
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Sinn, M. P. The Political Dysfunction
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Quantifying the gap between current global
governance and theoretical maximum welfare, estimating a 31-53%
efficiency score and $101 trillion in annual opportunity
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621.
PolitiFact. U.s.
Army was smaller than the army for portugal before world war II.
(2014)
When General George C. Marshall took
office, the 174,000-man US Army ranked 19th in size in the world, behind
Portugal. PolitiFact rated this claim TRUE. The Foreign Policy Research
Institute places the ranking at 17th, behind Romania.
622.
Poore, J. & Nemecek, T. Reducing food’s
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623.
Posen, B. R. Restraint:
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The United States could maintain adequate
deterrence and defense with a much smaller military budget. Current
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homeland security and deterrence require. A strategy of restraint could
reduce defense spending by 40-50% while maintaining security through
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Kinch, M. S. & Griesenauer, R. H. Lost medicines: A
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Research
identified 1,600+ medicines available in 1962. The 1950s represented
industry high-water mark with >30 new products in five of ten years;
this rate would not be replicated until late 1990s. More than half (880)
of these medicines were lost following implementation of Kefauver-Harris
Amendment. The peak of 1962 would not be seen again until early 21st
century. By 2016 number of organizations actively involved in R&D at
level not seen since 1914.
625.
Tufts Center for Study of Drug Development.
Post-1962 explosion in drug development costs. Tufts Center for
Study of Drug Development https://csdd.tufts.edu/cost-study
(2014)
Cost to develop a new prescription
drug: $2.6 billion (2014 Tufts study), increasing to $2.9 billion with
post-approval development Represents 145% increase (inflation-adjusted)
from 2003 estimate of $802 million Based on 106 drugs from 10
pharmaceutical companies tested between 1995-2007 Note: This study has
been controversial; some organizations like Doctors Without Borders
suggest actual costs may be substantially lower. Deloitte 2023 report
shows costs continuing to rise Additional sources:
https://csdd.tufts.edu/cost-study |
https://cen.acs.org/articles/92/web/2014/11/Tufts-Study-Finds-Big-Rise.html
.626.
Source: US Life Expectancy FDA Budget 1543-2019
CSV. Post-1962
slowdown in life expectancy gains. (2019)
Pre-1962 (1880-1960): 3.82 years/decade Post-1962 (1962-2019): 1.54
years/decade Reduction: 60% decline Temporal correlation: Slowdown
occurred immediately after 1962 Kefauver-Harris Amendment Additional
sources: https://ourworldindata.org/life-expectancy |
https://www.mortality.org/ |
https://www.cdc.gov/nchs/nvss/mortality_tables.htm
.627.
NIH Common Fund. NIH pragmatic trials: Minimal
funding despite 30x cost advantage. NIH Common Fund: HCS Research
Collaboratory https://commonfund.nih.gov/hcscollaboratory
(2025)
The NIH Pragmatic Trials Collaboratory
funds trials at $500K for planning phase, $1M/year for implementation-a
tiny fraction of NIH’s budget. The ADAPTABLE trial cost $14 million for
15,076 patients (= $929/patient) versus $420 million for a similar
traditional RCT (30x cheaper), yet pragmatic trials remain severely
underfunded. PCORnet infrastructure enables real-world trials embedded
in healthcare systems, but receives minimal support compared to basic
research funding. Additional sources:
https://commonfund.nih.gov/hcscollaboratory |
https://pcornet.org/wp-content/uploads/2025/08/ADAPTABLE_Lay_Summary_21JUL2025.pdf
|
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5604499/
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Patsopoulos, N. A. Pragmatic vs. Explanatory
trials. Patsopoulos https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3181997/
(2011)
Pragmatic trials evaluate the
effectiveness of interventions in real-life routine practice conditions,
whereas explanatory trials determine the efficacy of interventions under
ideal situations. Pragmatic trials produce results that can be
generalized and applied in routine practice settings. Note: Pragmatic
trials often find smaller effect sizes than explanatory trials but have
higher external validity (generalizability to real-world populations)
Additional sources:
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3181997/
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Baily, M. N. Pre-1962 drug development costs
(baily 1972). Baily (1972) https://samizdathealth.org/wp-content/uploads/2020/12/hlthaff.1.2.6.pdf
(1972)
Pre-1962: Average cost per new
chemical entity (NCE) was $6.5 million (1980 dollars) Inflation-adjusted
to 2024 dollars: $6.5M (1980) ≈ $22.5M (2024), using CPI multiplier of
3.46× Real cost increase (inflation-adjusted): $22.5M (pre-1962) →
$2,600M (2024) = 116× increase Note: This represents the most
comprehensive academic estimate of pre-1962 drug development costs based
on empirical industry data Additional sources:
https://samizdathealth.org/wp-content/uploads/2020/12/hlthaff.1.2.6.pdf
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Pre-1962 Drug Development Costs
(Congressional Testimony, Alternative Estimate). https://www.congress.gov/95/crecb/1977/04/21/GPO-CRECB-1977-pt10-2-3.pdf
(1977)
1962: Average cost $1.2 million (in
1962 dollars) 1972: $11.5 million 1977: Projected $40 million
Inflation-adjusted to 2024 dollars: $1.2M (1962) ≈ $12M (2024), using
CPI multiplier of 10× Real cost increase (inflation-adjusted): $12M
(1962) → $2,600M (2024) = 217× increase Note: Lower estimate than Baily
(1972); may reflect incomplete cost accounting or different drug types.
Baily’s $6.5M (1980 dollars) = $22.5M (2024 dollars) is the more
rigorous academic estimate Additional sources:
https://www.congress.gov/95/crecb/1977/04/21/GPO-CRECB-1977-pt10-2-3.pdf
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Think by Numbers. Pre-1962 drug development
costs and timeline (think by numbers). Think by Numbers: How Many
Lives Does FDA Save? https://thinkbynumbers.org/health/how-many-net-lives-does-the-fda-save/
(1962)
Historical estimates (1970-1985): USD
$226M fully capitalized (2011 prices) 1980s drugs: $65M after-tax
R&D (1990 dollars), $194M compounded to approval (1990 dollars)
Modern comparison: $2-3B costs, 7-12 years (dramatic increase from
pre-1962) Context: 1962 regulatory clampdown reduced new treatment
production by 70%, dramatically increasing development timelines and
costs Note: Secondary source; less reliable than Congressional testimony
Additional sources:
https://thinkbynumbers.org/health/how-many-net-lives-does-the-fda-save/
| https://en.wikipedia.org/wiki/Cost_of_drug_development |
https://www.statnews.com/2018/10/01/changing-1962-law-slash-drug-prices/
.632.
Think by Numbers. Pre-1962 physician-led
clinical trials. Think by Numbers: How Many Lives Does FDA
Save? https://thinkbynumbers.org/health/how-many-net-lives-does-the-fda-save/
(1966)
Pre-1962: Physicians could report
real-world evidence directly 1962 Drug Amendments replaced "premarket
notification" with "premarket approval", requiring extensive efficacy
testing Impact: New regulatory clampdown reduced new treatment
production by 70%; lifespan growth declined from 4 years/decade to 2
years/decade Drug Efficacy Study Implementation (DESI): NAS/NRC
evaluated 3,400+ drugs approved 1938-1962 for safety only; reviewed
>3,000 products, >16,000 therapeutic claims FDA has had authority
to accept real-world evidence since 1962, clarified by 21st Century
Cures Act (2016) Note: Specific "144,000 physicians" figure not verified
in sources Additional sources:
https://thinkbynumbers.org/health/how-many-net-lives-does-the-fda-save/
|
https://www.fda.gov/drugs/enforcement-activities-fda/drug-efficacy-study-implementation-desi
|
http://www.nasonline.org/about-nas/history/archives/collections/des-1966-1969-1.html
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arXiv. Preferential
target attachment in clinical trials. arXiv https://arxiv.org/abs/2301.10709
(2023)
Clinical trials overwhelmingly test
the same few biological targets due to preferential attachment dynamics.
Additional sources: https://arxiv.org/abs/2301.10709
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Bowles, S. Prehistoric violence rates.
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Archaeological evidence suggests that
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https://www.science.org/doi/10.1126/science.1168112
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Princeton. Princeton study on policy outcomes
and influence of elites vs. Average citizens. Princeton: Testing
Theories of American Politics (PDF) https://archive.org/details/gilens_and_page_2014_-testing_theories_of_american_politics.doc
(2014)
Study by Martin Gilens (Princeton) and
Benjamin I. Page (Northwestern): Analyzed 1,779 policy outcomes
(1981-2002) Finding: "Economic elites and organized groups representing
business interests have substantial independent impacts on U.S.
government policy, while average citizens have little or no independent
influence Rich, well-connected individuals steer the country’s
direction, regardless of or even against the will of the majority of
voters Note: Specific "78 percent" and "zero percent correlation"
statistics not found in sources Additional sources:
https://scholar.princeton.edu/sites/default/files/mgilens/files/gilens_and_page_2014_-testing_theories_of_american_politics.doc.pdf
| https://act.represent.us/sign/usa-oligarchy-research-explained |
https://archive.org/details/gilens_and_page_2014_-testing_theories_of_american_politics.doc
.636.
Prison Policy Initiative. Economics
of incarceration. (2024).
637.
638.
PubMed. Psychological impact of war cost ($100B
annually). PubMed: Economic Burden of PTSD https://pubmed.ncbi.nlm.nih.gov/35485933/
PTSD economic burden (2018 U.S.): $232.2B total
($189.5B civilian, $42.7B military) Civilian costs driven by: Direct
healthcare ($66B), unemployment ($42.7B) Military costs driven by:
Disability ($17.8B), direct healthcare ($10.1B) Exceeds costs of other
mental health conditions (anxiety, depression) War-exposed populations:
2-3X higher rates of anxiety, depression, PTSD; women and children most
vulnerable Note: Actual burden $232B, significantly higher than "$100B"
claimed Additional sources: https://pubmed.ncbi.nlm.nih.gov/35485933/ |
https://news.va.gov/103611/study-national-economic-burden-of-ptsd-staggering/
| https://pmc.ncbi.nlm.nih.gov/articles/PMC9957523/
.639.
Fox, V. et al. Suicide risk in
people with post-traumatic stress disorder: A cohort study of 3.1
million people in sweden. Journal of Affective Disorders
279, 609–616 (2021).
640.
R.
H. Bruskin Associates. The
14 worst human fears. (1973).
641.
The Nation. Public support for redirecting
military spending to health. The Nation: Americans Want Jobs Not
War https://www.thenation.com/article/archive/pentagon-military-spending/
(2020).
642.
AllTrials. Publication rate of clinical trial
results. AllTrials: Half of Trials Unreported https://www.alltrials.net/news/half-of-all-trials-unreported/
(2013)
50.0% of clinical trials never
publish results (NHS-funded systematic review, 2010) Schmucker et al
(2014): 53% of trials published (analyzing 39 studies, >20,000
trials) Munch et al (2014): 46% of pain treatment trials published Chang
et al (2015): 49% of high-risk cardiac device trials published Positive
findings: 3X more likely to be published than negative results
Antidepressant example: Published literature showed 94% positive trials;
FDA analysis showed only 51% positive Additional sources:
https://www.alltrials.net/news/half-of-all-trials-unreported/ |
https://www.nature.com/articles/nature.2013.14286 |
https://pmc.ncbi.nlm.nih.gov/articles/PMC8276556/
.643.
Keitner, G. I., Posternak, M. A. & Ryan, C.
E. How many subjects with major depressive disorder meet eligibility
requirements of an antidepressant efficacy trial? Journal of
Clinical Psychiatry https://www.ncbi.nlm.nih.gov/pubmed/14628985
(2003).
644.
Gosse, M. E. Assessing cost-effectiveness in
healthcare: History of the $50,000 per QALY threshold.
Sustainability Impact Metrics https://ecocostsvalue.com/EVR/img/references%20others/Gosse%202008%20QALY%20threshold%20financial.pdf
(2008).
645.
ICER. Value per QALY (standard economic value).
ICER https://icer.org/wp-content/uploads/2024/02/Reference-Case-4.3.25.pdf
(2024)
Standard economic value per QALY:
$100,000–$150,000. This is the US and global standard willingness-to-pay
threshold for interventions that add costs. Dominant interventions
(those that save money while improving health) are favorable regardless
of this threshold. Additional sources:
https://icer.org/wp-content/uploads/2024/02/Reference-Case-4.3.25.pdf
.646.
Quiggin, J. Keeping sea lanes open: A
cost-benefit analysis. https://insidestory.org.au/keeping-the-sea-lanes-open-a-cost-benefit-analysis/
(2016)
Naval spending fails a cost-benefit
test by roughly an order of magnitude. For naval spending to break even
on trade protection, disruptions would need to be a chronic state of
crisis ten times as bad as blocking the Suez Canal. Closing Suez costs
Britain approximately 0.06% of GDP.
647.
Quincy Institute. Active Denial: A Roadmap
to a More Effective, Stabilizing, and Sustainable u.s. Defense Strategy
in Asia. https://quincyinst.org/research/active-denial-a-roadmap-to-a-more-effective-stabilizing-and-sustainable-u-s-defense-strategy-in-asia/
(2024).
648.
Quincy Institute. Keys to Developing a More
Efficient, Effective Defense at Lower Cost. https://quincyinst.org/research/keys-to-developing-a-more-efficient-effective-defense-at-lower-cost/
(2024).
649.
Quincy Institute. Improving u.s. And global
security through military base closures abroad. Quincy Institute for
Responsible Statecraft https://quincyinst.org/research/drawdown-improving-u-s-and-global-security-through-military-base-closures-abroad/
(2021).
650.
Orphanet Journal of Rare Diseases (2024). Rare
disease treatment gap. Orphanet Journal of Rare Diseases (2024)
https://ojrd.biomedcentral.com/articles/10.1186/s13023-024-03398-1
(2024)
Most patients wait 5 to 10 years to
get an accurate diagnosis - and only about 5% of rare diseases have an
FDA-approved treatment. Over the 40 years of the ODA, 6,340 orphan drug
designations were granted, representing drug development for 1,079 rare
diseases out of 7,000-10,000 known rare conditions.
651.
Rare Diseases International. 300 million people
with rare diseases globally. Rare Diseases International: 300
Million Worldwide https://www.rarediseasesinternational.org/new-scientific-paper-confirms-300-million-people-living-with-a-rare-disease-worldwide/
(2019)
Conservative estimate: 300 million
people (3.5-5.9% of world population of 7.5B) Range: 263-446 million
people globally Based on Orphanet database analysis of 3,585 rare
diseases Note: Excludes rare cancers and infectious diseases, so actual
number likely higher Additional sources:
https://www.rarediseasesinternational.org/new-scientific-paper-confirms-300-million-people-living-with-a-rare-disease-worldwide/
| https://sciencedaily.com/releases/2019/10/191024075007.htm |
https://pmc.ncbi.nlm.nih.gov/articles/PMC9632971/
.652.
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653.
staff, R. Is donald
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654.
IMF. Reconstruction costs from active
conflicts. IMF: Cost of Conflict https://www.imf.org/external/pubs/ft/fandd/2017/12/imus.htm
(2017)
Individual conflict examples: Libya,
Syria, Yemen $300B combined (World Bank) Syria alone: $250B-$1T
estimates Ukraine: >€500B reconstruction costs Gaza: $18.5B
infrastructure damage Global conflict/violence cost: $14.3T/year (2016,
includes military spending, security, losses) Note: Specific "$1,875B
for 47 conflicts" figure not verified in sources Additional sources:
https://www.imf.org/external/pubs/ft/fandd/2017/12/imus.htm |
https://www.weforum.org/stories/2018/01/conflict-costs-global-economy-14-trillion-a-year/
|
https://fortune.com/2022/04/21/ukraine-reconstruction-cost-rebuild-economists-plan-russia-foot-trillion-bill/
.655.
RECOVER Initiative. RECOVER initiative budget
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(2024).
656.
RECOVER Initiative. Funding | RECOVER
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657.
NIH. NIH RECOVER initiative patient enrollment
numbers. NIH: RECOVER Initiative Enrollment https://www.nih.gov/news-events/news-releases/nih-builds-large-nationwide-study-population-tens-thousands-support-research-long-term-effects-covid-19
Enrolled: 30,000 people in ongoing studies and
clinical trials Goal: 40,000 adults and children $1.15B effort
(including American Rescue Plan Act 2021 support) One of largest, most
diverse Long COVID cohorts in world Additional sources:
https://www.nih.gov/news-events/news-releases/nih-builds-large-nationwide-study-population-tens-thousands-support-research-long-term-effects-covid-19
|
https://recovercovid.org/news/nih-launches-long-covid-clinical-trials-through-recover-initiative-opening-enrollment
.658.
Ladyzhets, B. ’Underwhelming’: NIH
trials fail to test meaningful long Covid treatments –
after 2.5 years and $1 billion. STAT News https://www.statnews.com/2023/08/09/long-covid-nih-trials/
(2023)
Patient advocates called RECOVER’s
treatment selections ‘truly absurd’ (Jaime Seltzer,
#MEAction). David Putrino (Mount Sinai) said funding ‘has been
largely wasted.’ Low-dose naltrexone, the top patient-requested
treatment, was excluded for over 2 years before being added in round
2.
659.
Oren Cass, Manhattan Institute. RECOVERY trial
cost per patient. Oren Cass https://manhattan.institute/article/slow-costly-clinical-trials-drag-down-biomedical-breakthroughs
(2023)
The RECOVERY trial, for example, cost
only about $500 per patient... By contrast, the median per-patient cost
of a pivotal trial for a new therapeutic is around $41,000. Additional
sources:
https://manhattan.institute/article/slow-costly-clinical-trials-drag-down-biomedical-breakthroughs
.660.
University of Oxford. RECOVERY trial time to
first cure. University of Oxford https://www.ox.ac.uk/news/2020-06-16-dexamethasone-reduces-death-hospitalised-patients-severe-respiratory-complications
(2020)
100 days to first cure Additional
sources:
https://www.ox.ac.uk/news/2020-06-16-dexamethasone-reduces-death-hospitalised-patients-severe-respiratory-complications
|
https://www.recoverytrial.net/news/low-cost-dexamethasone-reduces-death-by-up-to-one-third-in-hospitalised-patients-with-severe-respiratory-complications-of-covid-19
.661.
NHS England; Águas et al. RECOVERY trial global
lives saved ( 1 million). NHS England: 1 Million Lives Saved https://www.england.nhs.uk/2021/03/covid-treatment-developed-in-the-nhs-saves-a-million-lives/
(2021)
Dexamethasone saved 1 million lives
worldwide (NHS England estimate, March 2021, 9 months after discovery).
UK alone: 22,000 lives saved. Methodology: Águas et al. Nature
Communications 2021 estimated 650,000 lives (range: 240,000-1,400,000)
for July-December 2020 alone, based on RECOVERY trial mortality
reductions (36% for ventilated, 18% for oxygen-only patients) applied to
global COVID hospitalizations. June 2020 announcement: Dexamethasone
reduced deaths by up to 1/3 (ventilated patients), 1/5 (oxygen
patients). Impact immediate: Adopted into standard care globally within
hours of announcement. Additional sources:
https://www.england.nhs.uk/2021/03/covid-treatment-developed-in-the-nhs-saves-a-million-lives/
| https://www.nature.com/articles/s41467-021-21134-2 |
https://pharmaceutical-journal.com/article/news/steroid-has-saved-the-lives-of-one-million-covid-19-patients-worldwide-figures-show
|
https://www.recoverytrial.net/news/recovery-trial-celebrates-two-year-anniversary-of-life-saving-dexamethasone-result
.662.
Manhattan Institute. RECOVERY trial 82× cost
reduction. Manhattan Institute: Slow Costly Trials https://manhattan.institute/article/slow-costly-clinical-trials-drag-down-biomedical-breakthroughs
RECOVERY trial: $500 per patient ($20M for
48,000 patients = $417/patient) Typical clinical trial: $41,000 median
per-patient cost Cost reduction: 80-82× cheaper ($41,000 ÷ $500 ≈ 82×)
Efficiency: $50 per patient per answer (10 therapeutics tested, 4
effective) Dexamethasone estimated to save >630,000 lives Additional
sources:
https://manhattan.institute/article/slow-costly-clinical-trials-drag-down-biomedical-breakthroughs
| https://pmc.ncbi.nlm.nih.gov/articles/PMC9293394/
.663.
RECOVERY Trial. RECOVERY trial cost reduction.
RECOVERY Trial https://www.recoverytrial.net/
Oxford RECOVERY trial achieved $500 per patient
cost, compared to traditional Phase III trial costs of $40,000-120,000+
per patient. This represents an 80-100x+ cost reduction. Key strategies:
embedding trial protocols within routine hospital care, minimizing
overhead by leveraging existing staff/resources and electronic data
capture, and focused pragmatic trial designs. Additional sources:
https://www.recoverytrial.net/
.664.
RECOVERY Trial. RECOVERY trial dexamethasone
results. RECOVERY Trial https://www.recoverytrial.net/news/low-cost-dexamethasone-reduces-death-by-up-to-one-third-in-hospitalised-patients-with-severe-respiratory-complications-of-covid-19
Dexamethasone reduced deaths by one-third in
ventilated patients (rate ratio 0.65 [95% confidence interval 0.48 to
0.88]; $p=0.0003$) and by one fifth in other patients receiving oxygen
only (0.80 [0.67 to 0.96]; $p=0.0021$) Additional sources:
https://www.recoverytrial.net/news/low-cost-dexamethasone-reduces-death-by-up-to-one-third-in-hospitalised-patients-with-severe-respiratory-complications-of-covid-19
.665.
Professor Martin Landray (co-chief
investigator), quoted in Oren Cass, Manhattan Institute. RECOVERY trial
efficiency. Professor Martin Landray (co-chief investigator) https://manhattan.institute/article/slow-costly-clinical-trials-drag-down-biomedical-breakthroughs
(2023)
At a cost of $20 million for 48,000
patients, the RECOVERY trial cost about $500 per patient... that is
about $50 per patient per answer. Additional sources:
https://manhattan.institute/article/slow-costly-clinical-trials-drag-down-biomedical-breakthroughs
.666.
RECOVERY Collaborative Group. RECOVERY trial
cost-effectiveness ( $4/QALY, global impact methodology). RECOVERY
Trial Results https://www.recoverytrial.net/results
RECOVERY trial (UK) cost $20M total and
discovered that dexamethasone reduces COVID mortality by 1/3 in severe
cases, saving 1 million lives globally. Using global impact methodology
(research discovery value): $20M / (1M lives × 5 QALYs/life) = $4/QALY.
This is 12,500× more cost-effective than standard NIH research
allocation ($50,000/QALY). Additional sources:
https://www.recoverytrial.net/results
.667.
Oxford University News. RECOVERY trial summary
quote. Oxford University News https://www.ox.ac.uk/news/features/recovery-trial-two-years
One trial. Over 47,000 participants. Nearly 200
hospital sites, across six countries. Ten results. Four effective
COVID-19 treatments... Through discovering four treatments that
effectively reduce deaths from COVID-19, it is certain that the study
has saved thousands – if not millions – of lives worldwide. Additional
sources:
https://www.ox.ac.uk/news/features/recovery-trial-two-years
.668.
ASPE. Refugee lost annual earning potential
($23,400). ASPE: Fiscal Impact of Refugees https://aspe.hhs.gov/reports/fiscal-impact-refugees-asylees
Refugee economic impact: Net positive $123.8B
fiscal impact (2005-2019, 15 years) Refugees pay $21K more in taxes than
benefits received over first 20 years in U.S. Earnings gap: Refugees
work at higher rates than natives but earn less; never reach U.S.-born
earning levels Income progression: <5 years in U.S. = $30,500 median;
20+ years = $71,400 (exceeds national $67,100 median) Note: Specific
"$23,400 lost earning potential" figure not verified in sources
Additional sources:
https://aspe.hhs.gov/reports/fiscal-impact-refugees-asylees |
https://www.americanimmigrationcouncil.org/sites/default/files/research/05.23_refugee_report_v3_0.pdf
|
https://www.nber.org/system/files/working_papers/w23498/w23498.pdf
.669.
Wake Forest. Milestones in regenerative
medicine and tissue engineering. Wake Forest: Record of Firsts
https://school.wakehealth.edu/research/institutes-and-centers/wake-forest-institute-for-regenerative-medicine/research/a-record-of-firsts
1999: First 3D-printed organ (bladder)
transplanted into human (Wake Forest Institute, still functioning 20+
years later) Windpipes (trachea): 3D-printed windpipe transplants
performed; patient received biodegradable 5-year windpipe Blood vessels,
skin: Mobile bioprinters can print skin directly onto wounds at patient
bedside Tubular organs: Urine conduits engineered and implanted in
patients 3D-printed ear implant: World’s first successfully transplanted
Current status: Can print flat structures (skin), tubular (blood
vessels), hollow non-tubular (bladder); complex life-sized organs 20-30
years away Additional sources:
https://school.wakehealth.edu/research/institutes-and-centers/wake-forest-institute-for-regenerative-medicine/research/a-record-of-firsts
| https://builtin.com/articles/3d-printed-organs |
https://pmc.ncbi.nlm.nih.gov/articles/PMC5313259/
.670.
JAMA. Research to practice gap (17 years).
JAMA https://pubmed.ncbi.nlm.nih.gov/37018006/
(2023)
It takes an average of 17 years for
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Additional sources:
https://pubmed.ncbi.nlm.nih.gov/37018006/
.671.
WHO. Annual deaths from respiratory disease.
WHO: COPD Fact Sheet) https://www.who.int/news-room/fact-sheets/detail/chronic-obstructive-pulmonary-disease-(copd
(2019)
Chronic respiratory diseases: 4.0
million deaths annually (2019) COPD specifically: 3.5 million deaths
(2021) - 4th leading cause of death globally Pneumonia: 2.5 million
deaths including 672,000 children (2019) Combined respiratory deaths:
6.5 million annually Note: 90% of COPD deaths in those under 70 occur
in low- and middle-income countries. COPD affects over 380 million
people globally Additional sources:
https://www.who.int/news-room/fact-sheets/detail/chronic-obstructive-pulmonary-disease-(copd
|
https://www.healthdata.org/research-analysis/library/global-burden-chronic-respiratory-diseases-and-risk-factors-1990-2019
.672.
Smithberger, M. & Hartung, W. Top defense
firms see $2T return on $1B investment in afghan war. Responsible
Statecraft https://responsiblestatecraft.org/2021/09/02/top-military-firms-see-2t-return-on-1b-investment-in-afghan-war/
(2021).
673.
Results for America & Echelon Insights. Evidence-based
policymaking poll. (2026).
674.
Tubb, C. & Seba, T. Rethinking Food and
Agriculture 2020-2030: The Second Domestication of Plants and Animals,
the Disruption of the Cow, and the Collapse of Industrial Livestock
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(2019).
675.
Reynolds, A. J., Temple, J. A., White, B. A.,
Ou, S.-R. & Robertson, D. L. Age 26
cost-benefit analysis of the child-parent center early education
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(2011).
676.
Sinn, M. P. Right to Trial & FDA
Upgrade Act. https://papers.acceleratedmedicine.org/right-to-trial.html
(2025) doi:10.5281/zenodo.19076852
A universal right to try, with evidence. The Act
authorizes commercial access after initial human safety testing and
makes every covered treatment use teach us something.
677.
Congress.gov. Right to try act (2018).
Congress.gov https://www.congress.gov/bill/115th-congress/house-bill/2368
(2018)
Right to Try Act (2018) Additional
sources: https://www.congress.gov/bill/115th-congress/house-bill/2368 |
https://pmc.ncbi.nlm.nih.gov/articles/PMC7416898/
.678.
PMC. Number of patients helped by the u.s.
Right to try act. PMC: Understanding Right to Try https://pmc.ncbi.nlm.nih.gov/articles/PMC7416898/
(2024)
2018-2022: Supported access to only 12
products total; 4 products in 2023 Number of people treated: Not
publicly reported, "likely only in the hundreds Specific documented
cases: 75+ neuroendocrine cancer patients (LU-177); at least 1 ALS
patient (NurOwn); 7 glioblastoma patients (Gliovac) Minimal safety
reporting: Only annual basis, no requirement to publish results/outcomes
Additional sources: https://pmc.ncbi.nlm.nih.gov/articles/PMC7416898/ |
https://www.statnews.com/2024/08/02/trump-gave-patients-right-to-try-it-hasnt-helped-them/
|
https://www.healio.com/news/hematology-oncology/20200303/right-to-try-a-wellintentioned-but-misguided-law
.679.
Robock, A. et al. Climatic
consequences of regional nuclear conflicts. Atmospheric
Chemistry and Physics 7, 2003–2012 (2007)
A regional nuclear exchange of 100
Hiroshima-sized (15 kt) weapons detonated over cities would inject
approximately 5 Tg of soot into the upper troposphere, loft it into the
stratosphere, and drop global surface temperatures by 1.25 C for a
decade. Subsequent famine research estimates 2 billion people at risk
of starvation from the resulting agricultural collapse.
680.
Anadolu Agency. New
report: Myanmar army killed over 24,000
Rohingya. (2018)
The Ontario
International Development Agency report ‘Forced Migration of
Rohingya: The Untold Experience’ estimated 23,962 (plus or minus
881) Rohingya were killed by Myanmar state forces since August 2017. The
report also documented over 17,718 women and girls raped and over
114,000 beaten.
682.
Roth, A. E. The economist as engineer: Game
theory, experimentation, and computation as tools for design economics.
Econometrica 70, 1341–1378 (2002).
683.
Rothman, K. J., Greenland, S. & Lash, T. L.
Modern
Epidemiology. (Lippincott Williams; Wilkins, 2008).
Standard epidemiology textbook covering causal
inference, dose-response relationships, and study design. Provides
framework for assessing biological gradients in exposure-outcome
relationships.
684.
Rummel, R. J. Death by Government:
Genocide and Mass Murder Since 1900. (Transaction Publishers,
1994).
Political scientist R.J. Rummel’s
comprehensive accounting of democide (government murder of unarmed
civilians) in the 20th century. His final revised estimate: 262 million
people murdered by their own governments from 1900-1999, excluding
battle deaths in wars. Range: 200-272+ million. Communist regimes
account for the largest share (100-148+ million). Updated figures at
hawaii.edu/powerkills.
685.
Rummel, R. J. Statistics of
Democide: Genocide and Mass Murder Since 1900. (Lit Verlag,
1997).
Detailed statistical tables and source
documentation for every major case of democide in the 20th century.
Companion volume to Death by Government with regime-by-regime
breakdowns, confidence ranges, and methodology notes.
686.
Frontiers. Russia medical research spending:
$800 million. Frontiers: Promoting Biomedical Communication in
Russia https://www.frontiersin.org/journals/communication/articles/10.3389/fcomm.2022.848578/full
(2022)
Agency for Strategic Initiatives
(ASI): RUB 800M ( USD $11M, 2014-2020) for innovation development NTI
(National Technology Initiative): RUB 1,578M ( USD $21.5M, 2019-2020)
for pandemic-related healthcare HealthNet roadmap: Focuses on
personalized medicine, life expectancy, prevention/treatment Note:
"$800M" appears to be RUB 800M (≈ $11M USD) for ASI over 6 years, not
$800M USD annually Additional sources:
https://www.frontiersin.org/journals/communication/articles/10.3389/fcomm.2022.848578/full
|
https://www.who.int/observatories/global-observatory-on-health-research-and-development/resources/databases/databases-on-inputs-to-r-d/funding-flows-for-health-r-d-by-country
.687.
Thomas L. Saaty. The Analytic
Hierarchy Process. (Saaty, 1980).
The foundational text on the Analytic Hierarchy Process (AHP)
methodology for decision-making. AHP decomposes complex decisions into
hierarchies of criteria and sub-criteria, then elicits pairwise
comparisons at each level. For n alternatives, this requires only
n(n-1)/2 comparisons rather than the cognitively impossible simultaneous
comparison of all n options. The pairwise comparison matrices are then
synthesized using eigenvector methods to produce consistent priority
rankings. Additional sources:
https://archive.org/details/analytichierarch0000saat |
https://books.google.com/books/about/The_Analytic_Hierarchy_Process.html?id=Xxi7AAAAIAAJ
|
https://link.springer.com/chapter/10.1007/978-1-4613-2805-6_12
.688.
Thomas L. Saaty. Decision making with
the analytic hierarchy process. Saaty 1,
83–98 (2008)
Decisions involve many
intangibles that need to be traded off. To do that, they have to be
measured along side tangibles whose measurements must also be evaluated
as to, how well, they serve the objectives of the decision maker. The
Analytic Hierarchy Process (AHP) is a theory of measurement through
pairwise comparisons and relies on the judgements of experts to derive
priority scales. This paper has been cited 9,181 times, with 1,042
highly influential citations. Additional sources:
https://www.inderscienceonline.com/doi/abs/10.1504/IJSSci.2008.01759 |
https://www.semanticscholar.org/paper/DECISION-MAKING-WITH-THE-ANALYTIC-HIERARCHY-PROCESS-Saaty/e3c561049eb532e328fc2b8288c490986cd9403f
|
https://www.researchgate.net/publication/228628807_Decision_making_with_the_Analytic_Hierarchy_Process
.689.
Scheidel, W. State
revenue and expenditure in the han and roman empires. in State
power in ancient china and rome (Oxford University Press,
2015).
Comparative analysis of state fiscal
capacity in the Han and Roman empires. The Roman army accounted for
60-80% of total state expenditure, making it the dominant fiscal
commitment throughout Roman history. Military spending was described as
‘massively redistributive in both spatial and social
terms.’ Both empires were essentially low-tax regimes (estimated
5-7% of GDP in taxes), but the Roman Empire allocated a far larger share
of state revenue to its military than did the Han.
690.
From Science to Pharma. The costs of clinical
trials. From Science to Pharma https://www.fromsciencetopharma.com/blog/the-costs-of-clinical-trials
(2024).
691.
Richard Dawkins. The selfish gene quote.
Richard Dawkins https://en.wikipedia.org/wiki/The_Selfish_Gene
(1976)
We are survival machines, robot
vehicles blindly programmed to preserve the selfish molecules known as
genes. Additional sources:
https://en.wikipedia.org/wiki/The_Selfish_Gene
.692.
Doody, R. S. et
al. A phase
3 trial of semagacestat for treatment of alzheimer’s disease.
New England Journal of Medicine 369, 341–350
(2013)
Phase III trial of gamma-secretase
inhibitor semagacestat for Alzheimer’s disease was terminated early by
Eli Lilly. Patients on treatment showed significantly WORSE cognitive
outcomes than placebo, plus increased skin cancers and infections. 1,537
patients randomized. Example of Phase III trial preventing approval of a
drug that would have harmed patients.
693.
Paul, S., Salunkhe, S., Sravanthi, K. &
Mane, S. V. Pioneering hand hygiene: Ignaz semmelweis and the fight
against puerperal fever. Cureus https://pmc.ncbi.nlm.nih.gov/articles/PMC11568873/
(2024)
After Semmelweis required
chlorinated-lime handwashing, the First Clinic maternal mortality rate
fell from 18.27% in 1847 to 1.27% in 1848. His findings were rejected by
the medical establishment; in 1865 he was committed to an asylum, where
he died shortly thereafter.
694.
Anthis, J. R. US
factory farming estimates. (2024).
695.
U.S. Food and Drug Administration Sentinel
Initiative. Information
for providers: The sentinel initiative. (2025)
FDA now routinely uses RWD available through the
Sentinel System to generate evidence about drug safety, drawing on data
from claims, hospital stays, outpatient visits, and pharmaceutical
dispensing data from more than 100 million individuals.
696.
National September 11 Memorial & Museum. September 11 attack
facts. (2024)
2,977 people were killed in
the September 11, 2001 attacks: 2,753 at the World Trade Center, 184 at
the Pentagon, and 40 passengers and crew on United Flight 93 in
Shanksville, Pennsylvania.
697.
Sever, F. L. Wars and
children. Turkish Archives of Pediatrics
57, 253 (2022)
Nearly 90
percent of deaths from wars in the first decade of the 21st century
included civilians, a significant number of whom were
children.
698.
Shepherd, M. E. & You, H. Y. Exit strategy:
Career concerns and revolving doors in congress. American Political
Science Review 114, 270–284 (2019).
699.
Stockholm International Peace Research
Institute. Trends
in world military expenditure, 2024. (2025).
700.
Stockholm International Peace Research
Institute. The
opportunity cost of world military spending. (2016)
Global military spending in 2015 was $1,676
billion. Achieving sustainable development goals in health, education,
agriculture, and infrastructure would require $760-885 billion per year,
just 46-54% of military spending.
701.
SIPRI. Stockholm international peace research
institute. (2025).
702.
Stockholm International Peace Research
Institute. Trends
in world military expenditure, 2023. (2024).
703.
CSIS. Smallpox eradication ROI. CSIS
https://www.csis.org/analysis/smallpox-eradication-model-global-cooperation.
704.
Yahoo Finance. George soros’s 1992 bet against
the british pound. Yahoo Finance: British Pounding https://finance.yahoo.com/news/british-pounding-george-soros-made-160033593.html
Black Wednesday (September 16, 1992): Soros
assembled $10 billion short position against British pound Increased
position from $1.5B to $10B that morning; bought German marks while
selling pounds Profit: Over £1 billion ($1-1.5 billion) in single day UK
Treasury cost: £3.3 billion; Bank of England spent $29 billion trying to
defend pound Pound fell 15% vs. German mark, 25% vs. dollar; UK forced
to exit European Exchange Rate Mechanism Earned Soros title "the man who
broke the Bank of England Additional sources:
https://finance.yahoo.com/news/british-pounding-george-soros-made-160033593.html
| https://en.wikipedia.org/wiki/Black_Wednesday |
https://www.thebalancemoney.com/black-wednesday-george-soros-bet-against-britain-1978944
.705.
Historic UK. The south sea bubble of 1720.
Historic UK: South Sea Bubble https://www.historic-uk.com/HistoryUK/HistoryofEngland/South-Sea-Bubble/
South Sea Company founded 1711 as public-private
partnership to consolidate national debt Granted monopoly (Asiento de
Negros) to supply African slaves to South America (1713) Stock price
explosion: £128 (Jan 1720) → £175 (Feb) → £330 (Mar) → £550 (May) →
£1,000 (Aug) Reality: No realistic prospect of trade; Company never
realized significant profit from monopoly Collapse: By September market
crashed; December shares down to £124 Called world’s first financial
crash, first Ponzi scheme, classic "group think" speculation mania Story
disconnected from actual (negligible) profits Additional sources:
https://www.historic-uk.com/HistoryUK/HistoryofEngland/South-Sea-Bubble/
| https://en.wikipedia.org/wiki/South_Sea_Company |
https://www.britannica.com/money/South-Sea-Bubble
.706.
Spenkuch, J. L. & Toniatti, D. Does campaign spending affect
election outcomes? New evidence from transaction-level disbursement
data. The Journal of Politics 82,
1502–1515 (2018).
707.
S&P Dow Jones Indices. SPIVA
u.s. Scorecard year-end 2023. (2023)
Over
the 15-year period ending Dec. 2023, 87.98% of large-cap U.S. equity
funds underperformed the S&P 500. The longer the time horizon, the
more difficult it becomes for active managers to outperform. SPIVA
(S&P Indices Versus Active) provides the de facto scorecard for the
active vs. passive debate. Additional sources:
https://www.spglobal.com/spdji/en/research-insights/spiva/
.708.
PMC. Standard medical research ROI
($20k-$100k/QALY). PMC: Cost-effectiveness Thresholds Used by Study
Authors https://pmc.ncbi.nlm.nih.gov/articles/PMC10114019/
(1990)
Typical cost-effectiveness thresholds
for medical interventions in rich countries range from $50,000 to
$150,000 per QALY. The Institute for Clinical and Economic Review (ICER)
uses a $100,000-$150,000/QALY threshold for value-based pricing. Between
1990-2021, authors increasingly cited $100,000 (47% by 2020-21) or
$150,000 (24% by 2020-21) per QALY as benchmarks for cost-effectiveness.
Additional sources: https://pmc.ncbi.nlm.nih.gov/articles/PMC10114019/ |
https://icer.org/our-approach/methods-process/cost-effectiveness-the-qaly-and-the-evlyg/
.709.
United States Supreme Court. State
farm mutual automobile insurance co. V. Campbell, 538 u.s. 408.
(2003).
710.
Statistics Times. World GDP 2025.
Statistics Times https://statisticstimes.com/economy/world-gdp.php
(2025).
711.
Composite estimate based on Orphanet. Average
time to cure under current system.
Queue-based calculation: 7,000 diseases without effective treatment
÷ 15 diseases getting first treatment per year = 467 years for the
average disease to receive a cure under the status quo system. This is
consistent with the fact that only 5% of rare diseases have treatments
after 40+ years of the Orphan Drug Act. Well-funded diseases may take
30-50 years; underfunded diseases 100-500+ years; and neglected diseases
effectively never within human planning horizons.
712.
Honmou, O. et
al. Intravenous
infusion of auto serum-expanded autologous mesenchymal stem cells in
spinal cord injury patients: 13 case series. Clinical Neurology
and Neurosurgery 203, 106565 (2021)
In this investigator-initiated clinical trial
(2014-2017), 12 of 13 patients (92%) with cervical spinal cord injury
who received MSC transplantation achieved at least one level of
improvement on American Spinal Injury Association Impairment Scale. Five
of six AIS A patients improved to AIS B (3/6) or AIS C (2/6). No severe
side effects. Results led to MHLW conditional approval of STEMIRAC in
December 2018.
713.
Stigler, G. J. The theory of economic
regulation. Stigler 2, 3–21 (1971)
As a rule, regulation is acquired by the industry
and is designed and operated primarily for its benefit.
714.
Stiglitz, J. E. & Bilmes, L. J. The
Three Trillion Dollar War: The True Cost of the Iraq Conflict.
(2008).
Nobel laureate Joseph Stiglitz and
Harvard’s Linda Bilmes estimated the total cost of the Iraq War at $3
trillion in a moderate scenario, including long-term veterans care and
macroeconomic effects.
715.
Stock Analysis. Military prime contractor
market capitalization and float statistics. (2026)
Combined market capitalization of 11 US military
primes approx $835.8B at the 2026-06-11 close: RTX $248.07B, Boeing
$174.71B, Lockheed Martin $126.51B, General Dynamics $96.90B, Northrop
Grumman $78.48B, L3Harris $58.16B, Leidos $15.36B, Huntington Ingalls
$11.86B, CACI $11.61B, Booz Allen Hamilton $9.24B, SAIC $4.86B.
Tradeable float across the 13 Western primes (adding BAE Systems and
Thales) approx $880B, about 91 percent of combined cap (range
$850-900B), from per-company float and shares-outstanding statistics
pages; big-5 floats verified individually (RTX 92.6%, BA 96.0%, LMT
85.7%, GD 94.2%, NOC 99.7%); Thales is the outlier at approx 45% float
because the French State (26.60%) and Dassault Aviation (26.59%) stakes
are locked. Additional sources:
https://stockanalysis.com/stocks/rtx/statistics/ |
https://www.dassault-aviation.com/en/group/about-us/shareholding-structure-and-organization-chart/
.716.
Stratmann, T. Can special interests buy
congressional votes? Evidence from financial services legislation.
The Journal of Law and Economics 45, 345–373
(2002).
717.
Stratmann, T. Some talk: Money in
politics. A (partial) review of the literature. Public
Choice 124, 135–156 (2005).
718.
Global burden and risk factors of stroke in
young adults, 1990 to 2021: A systematic analysis of the global burden
of disease study 2021. (2025) doi:10.1161/JAHA.124.039387.
719.
GAO. Annual cost of u.s. Sugar subsidies.
GAO: Sugar Program https://www.gao.gov/products/gao-24-106144
Consumer costs: $2.5-3.5 billion per year (GAO
estimate) Net economic cost: $1 billion per year 2022: US consumers
paid 2X world price for sugar Program costs $3-4 billion/year but no
federal budget impact (costs passed directly to consumers via higher
prices) Employment impact: 10,000-20,000 manufacturing jobs lost
annually in sugar-reliant industries (confectionery, etc.) Multiple
studies confirm: Sweetener Users Association ($2.9-3.5B), AEI ($2.4B
consumer cost), Beghin & Elobeid ($2.9-3.5B consumer surplus)
Additional sources: https://www.gao.gov/products/gao-24-106144 |
https://www.heritage.org/agriculture/report/the-us-sugar-program-bad-consumers-bad-agriculture-and-bad-america
|
https://www.aei.org/articles/the-u-s-spends-4-billion-a-year-subsidizing-stalinist-style-domestic-sugar-production/
.720.
Supreme Court of the United States. United
states v. Sun-diamond growers of california. (1999).
721.
Sunstein, C. R. The Cost-Benefit State: The
Future of Regulatory Protection. (Sunstein, Chicago, 2002).
Cost-benefit analysis, properly understood, is
not only a useful tool but also an indispensable safeguard against both
excessive and insufficient regulation.
722.
James Surowiecki. The Wisdom of
Crowds. (Surowiecki, 2004).
Explores
the aggregation of information in groups, arguing that decisions are
often better than could have been made by any single member of the
group. The opening anecdote relates Francis Galton’s surprise that the
crowd at a county fair accurately guessed the weight of an ox when the
median of their individual guesses was taken. The three conditions for a
group to be intelligent are diversity, independence, and
decentralization. Additional sources:
https://archive.org/details/wisdomofcrowds0000suro |
https://en.wikipedia.org/wiki/The_Wisdom_of_Crowds |
https://www.amazon.com/Wisdom-Crowds-James-Surowiecki/dp/0385721706
.723.
Suskind, R. Confidence Men: Wall
Street, Washington, and the Education of a
President. (Harper, 2011).
Chapter 12,
p. 289: Volcker quote on civil engineers vs. financial
engineers.
724.
World Bank. Swiss military budget as percentage
of GDP. World Bank: Military Expenditure https://data.worldbank.org/indicator/MS.MIL.XPND.GD.ZS?locations=CH
2023: 0.70272% of GDP (World Bank) 2024: CHF 5.95
billion official military spending When including militia system costs:
1% GDP (CHF 8.75B) Comparison: Near bottom in Europe; only Ireland,
Malta, Moldova spend less (excluding microstates with no armies)
Additional sources:
https://data.worldbank.org/indicator/MS.MIL.XPND.GD.ZS?locations=CH |
https://www.avenir-suisse.ch/en/blog-defence-spending-switzerland-is-in-better-shape-than-it-seems/
|
https://tradingeconomics.com/switzerland/military-expenditure-percent-of-gdp-wb-data.html
.725.
Ballotpedia. Swiss referendum bans construction
of minarets. Ballotpedia https://ballotpedia.org/Swiss_Minaret_Construction_Ban,_2009
(2009)
On 29 November 2009 Swiss voters
approved a constitutional ban on minaret construction by 57.5% on 53.4%
turnout. Pre-election polls had predicted only 35% support. Highest
support: Appenzell Innerrhoden (71%). Only 3 of 26 cantons opposed.
Cited as example of direct democracy enabling majority prejudice against
minority rights.
726.
World Bank. Switzerland vs. US GDP per capita
comparison. World Bank: Switzerland GDP Per Capita https://data.worldbank.org/indicator/NY.GDP.PCAP.CD?locations=CH
2024 GDP per capita (PPP-adjusted): Switzerland
$93,819 vs United States $75,492 Switzerland’s GDP per capita 24% higher
than US when adjusted for purchasing power parity Nominal 2024:
Switzerland $103,670 vs US $85,810 Additional sources:
https://data.worldbank.org/indicator/NY.GDP.PCAP.CD?locations=CH |
https://tradingeconomics.com/switzerland/gdp-per-capita-ppp |
https://www.theglobaleconomy.com/USA/gdp_per_capita_ppp/
.727.
KFF Health System Tracker. Switzerland vs. US
life expectancy comparison. KFF Health System Tracker: Life
Expectancy Comparison https://www.healthsystemtracker.org/chart-collection/u-s-life-expectancy-compare-countries/
Switzerland: 84 years | United States: 78.4 years
(2023) U.S. has lowest life expectancy among comparable developed
countries (average: 82.5 years) Gap driven by preventable causes:
cardiovascular disease, drug overdoses, firearm violence, motor vehicle
crashes Note: U.S. spends nearly twice as much on healthcare per person
as comparable countries despite lower life expectancy. The disadvantage
began in 1950s and has worsened over past 4 decades Additional sources:
https://www.healthsystemtracker.org/chart-collection/u-s-life-expectancy-compare-countries/
.728.
SWI swissinfo.ch. Women’s suffrage in
switzerland: The last canton to grant women the vote. SWI
swissinfo.ch https://www.swissinfo.ch/eng/politics/a-visit-to-appenzell-inner-rhodes-the-last-canton-to-grant-women-the-right-to-vote-in-switzerland/46328984
(2021)
Switzerland granted women national
voting rights on 7 February 1971, among the last European nations to do
so. Appenzell Innerrhoden’s all-male Landsgemeinde rejected women’s
suffrage three times. On 26 November 1990 the Federal Court overruled
the canton. Women first participated in the Landsgemeinde on 28 April
1991.
729.
Wikipedia. Switzerland’s last military
conflict. Wikipedia: Sonderbund War https://en.wikipedia.org/wiki/Sonderbund_War
(2019)
Sonderbund War (November 3-29, 1847):
Last armed conflict on Swiss soil Civil war between 7 Catholic cantons
vs. federal government over centralization Duration: 26 days;
Casualties: 93 deaths total (60 federal, 33 Sonderbund), 510 wounded
Federal army (100,000) led by General Guillaume Henri Dufour defeated
Sonderbund forces Resulted in emergence of Switzerland as federal state;
entered period of peace lasting to present Battle of Gisikon: Last
battle Swiss ever fought Additional sources:
https://en.wikipedia.org/wiki/Sonderbund_War |
https://militaryhistorynow.com/2019/02/27/charm-offensive-switzerlands-polite-war-of-1847/
|
https://www.zeit-fragen.ch/en/archives/2018/no-1-10-january-2018/the-sonderbund-war-the-last-armed-conflict-on-swiss-soil
.730.
TheGlobalEconomy.com. Switzerland
military spending as percent of GDP. (2024)
Switzerland spent 0.72% of GDP on military in 2024. The country has
not been invaded since 1798 (Napoleon). Armed neutrality with universal
male conscription and citizen militia of 150,000.
731.
United Nations Human Rights Office of the High
Commissioner. Civilian Deaths in the Syrian Arab
Republic: Report of the United Nations High
Commissioner for Human Rights. https://www.ohchr.org/en/press-releases/2022/06/un-human-rights-office-estimates-more-306000-civilians-were-killed-over-10
(2022)
The UN Human Rights Office estimated
that 306,887 civilians were killed in the Syrian conflict between March
2011 and March 2021, an average of 83 per day, representing 1.5 percent
of the pre-war population. The Syrian Network for Human Rights
separately estimated the government and its allies were responsible for
approximately 91 percent of civilian casualties.
732.
Hanna, T. P. et al. Mortality due to
cancer treatment delay: Systematic review and meta-analysis.
BMJ https://doi.org/10.1136/bmj.m4087
(2020) doi:10.1136/bmj.m4087.
733.
Marshall, M. G. & Gurr, T. R. Polity5 project:
Political regime characteristics and transitions, 1800–2018.
(2020).
734.
House Committee on Oversight and Government
Reform. Hearing
wrap up: NIH refutes EcoHealth’s testimony,
Tabak reveals federal grant procedures in need of serious
reform. (2024).
735.
Tabarrok, A. The private provision of
public goods via dominant assurance contracts. Public
Choice 96, 345–362 (1998).
736.
Molteni, M. As billionaires race to fund
anti-aging projects, a much-discussed trial goes overlooked.
STAT https://www.statnews.com/2022/08/09/anti-aging-projects-funding-much-discussed-trial-overlooked/
(2022).
737.
Treasury. Troubled asset relief program (TARP)
of 2008. Treasury: TARP About https://home.treasury.gov/data/troubled-assets-relief-program/about-tarp
Authorized: $700 billion (later reduced to $475
billion by Dodd-Frank) Actual disbursed: $443.5 billion to stabilize
financial institutions Bank rescue: $236 billion to 707 financial
institutions in 48 states Breakdown: $250B banking, $82B auto industry,
$70B AIG, $46B foreclosure programs Net lifetime cost: $31.1 billion
(after repayments, sales, dividends, interest); most attributable to
foreclosure programs Passed October 3, 2008 (signed by President Bush);
Emergency Economic Stabilization Act Additional sources:
https://home.treasury.gov/data/troubled-assets-relief-program/about-tarp
| https://en.wikipedia.org/wiki/Troubled_Asset_Relief_Program |
https://www.propublica.org/article/the-bailout-was-11-years-ago-were-still-tracking-every-penny
.738.
Tax Foundation. Tax compliance costs the US
economy $546 billion annually. https://taxfoundation.org/data/all/federal/irs-tax-compliance-costs/
(2024)
Americans will spend over 7.9 billion
hours complying with IRS tax filing and reporting requirements in 2024.
This costs the economy roughly $413 billion in lost productivity. In
addition, the IRS estimates that Americans spend roughly $133 billion
annually in out-of-pocket costs, bringing the total compliance costs to
$546 billion, or nearly 2 percent of GDP.
739.
Jones, S. G. Terrorism before and during the
war on terror: A look at the numbers. War on the Rocks https://warontherocks.com/2017/12/terrorism-war-terror-look-numbers/
(2017)
Analysis of terrorism trends showing
dramatic increase in global terrorist attacks after 2001, with attacks
rising from roughly 1,000 per year in 2004 to nearly 17,000 by 2014,
driven primarily by proliferation of jihadist organizations in Iraq,
Afghanistan, Pakistan, Nigeria, and Syria.
740.
FDA. Thalidomide caused thousands of birth
defects. FDA https://www.fda.gov/about-fda/fda-history-exhibits/frances-oldham-kelsey-medical-reviewer-famous-averting-public-health-tragedy
it resulted in thousands of horrific congenital
disabilities. Additional sources:
https://www.fda.gov/about-fda/fda-history-exhibits/frances-oldham-kelsey-medical-reviewer-famous-averting-public-health-tragedy
|
https://www.smithsonianmag.com/science-nature/woman-who-stood-between-america-and-epidemic-birth-defects-180963165/
.741.
FDA. FDA dr. Kelsey prevented widespread
thalidomide birth defects in the US. FDA: Frances Oldham Kelsey
https://www.fda.gov/about-fda/fda-history-exhibits/frances-oldham-kelsey-medical-reviewer-famous-averting-public-health-tragedy
Dr. Frances Kelsey (FDA reviewer) resisted
pressure to approve thalidomide September 1960-November 1961 Worldwide:
8,000 infants born with missing/malformed limbs; 5,000-7,000 perished
in utero United States: 17 confirmed phocomelia cases + 9 likely cases
(vs. 8,000 worldwide) Kelsey insisted on hard evidence, refused to be
browbeaten; repeatedly requested more information every 60 days Merrell
complained to her bosses, calling her "petty bureaucrat" - she persisted
Recognition: President’s Award for Distinguished Federal Civilian
Service (JFK, 1962) Led to 1962 Kefauver-Harris Amendments requiring
drugs prove both safety AND effectiveness Additional sources:
https://www.fda.gov/about-fda/fda-history-exhibits/frances-oldham-kelsey-medical-reviewer-famous-averting-public-health-tragedy
|
https://www.uchicagomedicine.org/forefront/biological-sciences-articles/courageous-physician-scientist-saved-the-us-from-a-birth-defects-catastrophe
|
https://www.smithsonianmag.com/science-nature/woman-who-stood-between-america-and-epidemic-birth-defects-180963165/
.742.
Wikipedia. Thalidomide scandal: Worldwide cases
and mortality. Wikipedia https://en.wikipedia.org/wiki/Thalidomide_scandal
The total number of embryos affected by the use
of thalidomide during pregnancy is estimated at 10,000, of whom about
40% died around the time of birth. More than 10,000 children in 46
countries were born with deformities such as phocomelia. Additional
sources:
https://en.wikipedia.org/wiki/Thalidomide_scandal
.743.
PLOS One. Health and quality of life of
thalidomide survivors as they age. PLOS One https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0210222
(2019)
Study of thalidomide survivors
documenting ongoing disability impacts, quality of life, and long-term
health outcomes. Survivors (now in their 60s) continue to experience
significant disability from limb deformities, organ damage, and other
effects. Additional sources:
https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0210222
.744.
Pessoa-Amorim, G., Peto, L. & Campbell, M.
The
inside story of RECOVERY: How the world’s largest COVID-19 trial
transformed treatment. (2022).
745.
Nieuwenhuijs, J. How france secretly
repatriated all its gold before nixon’s dollar devaluation. https://www.thegoldobserver.com/p/how-france-secretly-repatriated-all
(2023).
746.
The Nation. The pentagon’s revolving door keeps
spinning. The Nation https://www.pogo.org/analyses/the-pentagons-revolving-door-keeps-spinning-2021-in-review
(2021)
From 2009 to 2019, approximately 380
high-ranking Department of Defense officials and military officers
transitioned to become lobbyists, board members, executives, or
consultants for military contractors. Former members of Congress
routinely transition to lucrative lobbying and consulting careers in the
defense sector, with compensation often 10-20 times their congressional
salary. Additional sources:
https://www.pogo.org/analyses/the-pentagons-revolving-door-keeps-spinning-2021-in-review
.747.
Lichtenberg, F. R. How many life-years have new
drugs saved? A three-way fixed-effects analysis of 66 diseases in 27
countries, 2000–2013. International Health https://pubmed.ncbi.nlm.nih.gov/30912800
(2019).
748.
Thucydides. The
History of the Peloponnesian War. (J. M. Dent / E. P. Dutton,
1910).
Thucydides’ account of the
Peloponnesian War (431–404 BC) documents the Athenian assembly’s
decision to launch the Sicilian Expedition (415 BC), a paradigmatic case
of democratic mob rule. Alcibiades’ rhetoric persuaded the assembly to
undertake a catastrophic military campaign that destroyed a third of
Athens’ fleet and tens of thousands of soldiers. Books 6–7 detail how
unbounded direct democracy, operating without domain constraints or
manipulation resistance, produced a decision that no informed
deliberative process would have endorsed.
749.
UNDP. Tobacco control ROI. UNDP https://www.undp.org/asia-pacific/blog/how-raising-tobacco-taxes-can-save-lives-and-cut-poverty-across-asia-pacific-0
In our study of six Asia-Pacific countries, we
found that for every unit of local currency invested in increasing
tobacco taxes, the countries would gain between 20 and 1,057 units in
return over 15 years. That’s a remarkable return on investment ratio of
between 20:1 and 1,057:1. Additional sources:
https://www.undp.org/asia-pacific/blog/how-raising-tobacco-taxes-can-save-lives-and-cut-poverty-across-asia-pacific-0
.750.
Toon, O. B. et al. Atmospheric
effects and societal consequences of regional scale nuclear conflicts
and acts of individual nuclear terrorism. Atmospheric Chemistry
and Physics 7, 1973–2002 (2007)
100 15-kt weapons used against urban targets
produce 5 Tg of black carbon injected into the upper troposphere, with
globally significant climatic, agricultural, and humanitarian
consequences. The regional scenario is the lower bound for
nuclear-winter-class effects.
751.
Alternatives Investor. Top performing private
equity & hedge funds. Alternatives Investor https://alternativesinvestor.com/top-performing-private-equity-funds-2016-2019
(2021)
Top-performing private equity funds,
such as Spectrum’s VIII-A Program, have achieved net IRRs as high as
98.91% for a single vintage year (2017). Renaissance Technologies’
Medallion Fund is famed for achieving an average annualized gross return
of 66%, and a net return of 39%, from 1988 to 2021. Additional
sources:
https://alternativesinvestor.com/top-performing-private-equity-funds-2016-2019
| https://www.traderslog.com/top-hedge-funds
.752.
Barter, P. J. et
al. Torcetrapib and
cardiovascular events: The ILLUMINATE trial. New England Journal
of Medicine 357, 2109–2122 (2007)
Phase III trial of CETP inhibitor torcetrapib
terminated early due to excess mortality. Of 15,067 participants, 82
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753.
U.S. Treasury. Treasury Forfeiture Fund
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754.
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.755.
FDA Study via NCBI. Trial costs, FDA study.
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Overall, the 138 clinical trials had an estimated
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.756.
WHO. Annual deaths from tuberculosis.
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.757.
Tufts Center for the Study of Drug Development.
Cost
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758.
Tufts Center for the Study of Drug Development.
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759.
Tullock, G. The welfare
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UCDP. State violence deaths annually. UCDP:
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Uppsala Conflict Data Program (UCDP): Tracks
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non-state conflicts, and one-sided violence Specific "2,700 annually"
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https://en.wikipedia.org/wiki/Uppsala_Conflict_Data_Program |
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UNESCO. UNESCO
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762.
UK
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United Nations. Corruption costs global economy
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Corruption costs 5% of global GDP
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.764.
UNESCO. Education.
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765.
UNESCO. UNESCO cost for universal education
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The largest financing gap is in
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.766.
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https://www.cgdev.org/blog/costs-hosting-refugees-oecd-countries-and-why-uk-outlier
|
https://www.unhcr.org/sites/default/files/2024-11/UNHCR-WB-global-cost-of-refugee-inclusion-in-host-country-health-systems.pdf
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https://www.aau.edu/key-issues/frequently-asked-questions-about-facilities-and-administrative-fa-costs-federally
|
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.772.
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NASA. U.s. Government use of prize and bounty
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Statista. US military budget as percentage of
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https://www.statista.com/statistics/262742/countries-with-the-highest-military-spending/
|
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US military spending in constant 2024
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778.
USAFacts. Per capita US military spending:
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https://comptroller.war.gov/Budget-Materials/Budget2024/
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Wikipedia. US GDP growth rate post-WWII.
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Additional sources:
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St. Louis Fed. US home ownership rate increase
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The homeownership rate increased nearly 20
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Additional sources:
https://www.stlouisfed.org/timely-topics/house-prices-homeownership-rise
|
https://www.census.gov/data/tables/time-series/dec/coh-owner.html
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Wikipedia. US military spending reduction after
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Peaking at over $81 billion in 1945,
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representing an 84% decrease. The number of personnel was reduced almost
90%, from more than 12 million to about 1.5 million between mid-1945 and
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https://en.wikipedia.org/wiki/Demobilization_of_United_States_Armed_Forces_after_World_War_II
|
https://www.americanprogress.org/article/a-historical-perspective-on-military-budgets/
|
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SEC. SEC definition of an accredited investor.
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Individual: $1M net worth (excluding
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Columbia Law School Blue Sky Blog. SEC chair
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U.S. Senate. Treaties. U.S. Senate https://www.senate.gov/about/powers-procedures/treaties.htm
The Constitution provides that the president
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73.6% (or 174 million people) of the
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|
https://www.eac.gov/news/2025/06/30/us-election-assistance-commission-releases-2024-election-administration-and-voting
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United States Code. 18 u.s. Code � 201
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Every $1 spent on childhood
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https://www.americanactionforum.org/research/vaccine-protection-and-productivity-the-economic-value-of-vaccines/
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Value captured by 1% treaty of $27+ billion
annually.
A 1% treaty redirects 1% of global
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VA. Veteran healthcare cost projections.
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Viscusi, W. K. Pricing Lives: Guideposts
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PLOS ONE. Cost per DALY for vitamin a
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India: $23-$50 per DALY averted (least
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https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0266495
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Brown University. War on terror cost and
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20 years of post-9/11 wars cost the
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Wardell, W. M. Therapeutic implications of
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Friedman, B. H. & Logan, J. Restrained
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A restraint-oriented military budget
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809.
CNBC. Warren buffett’s career average
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(2025)
Berkshire’s compounded annual return
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https://www.cnbc.com/2025/05/05/warren-buffetts-return-tally-after-60-years-5502284percent.html
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https://www.slickcharts.com/berkshire-hathaway/returns
.810.
Uppsala University. Number of armed conflicts
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https://en.wikipedia.org/wiki/Uppsala_Conflict_Data_Program
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Science/AAAS. Estimated annual cost of
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(2020)
Up to 50.0% of published preclinical
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Additional sources:
https://www.science.org/content/article/study-claims-28-billion-year-spent-irreproducible-biomedical-research
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https://www.idbs.com/2020/11/replicating-science-28-billion-is-wasted-every-year-in-the-us-alone/
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We
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Statista / IDC. Wearable device market and
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(2024)
Global wearable device users: 1.1
billion in 2024, projected 1.5 billion by 2028 Smartwatch users: 500
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activity) Market value: $186 billion (2024), projected $390 billion by
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https://www.statista.com/topics/1556/wearable-technology/ |
https://www.idc.com/promo/wearablevendor |
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World Economic Forum. Global Cybersecurity
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the more expressive (and complex) cumulative voting becomes the
preferred one compared to k-ranking voting that is simpler but less
expressive. Additional sources:
https://link.springer.com/chapter/10.1007/978-3-031-61698-3_6 |
https://arxiv.org/abs/2308.04345 |
https://www.researchgate.net/publication/372990037_Fair_and_Inclusive_Participatory_Budgeting_Voter_Experience_with_Cumulative_and_Quadratic_Voting_Interfaces
.816.
Office of Management and Budget. OMB historical
tables. (2025).
817.
Share the World’s Resources. War spending vs
WHO budget. Share the World’s Resources https://sharing.org/information-centre/news/world-health-organisations-annual-budget-equivalent-global-military/
The WHO’s annual budget of US$2.1 billion is
equivalent to global military expenditure every eight hours. WHO
Director-General noted that US$2.1 billion is the price of one stealth
bomber. A 1% increase in military spending results in a 0.62% decrease
in health spending globally. Additional sources:
https://sharing.org/information-centre/news/world-health-organisations-annual-budget-equivalent-global-military/
| https://pmc.ncbi.nlm.nih.gov/articles/PMC9174441/
.818.
World Health Organization. World Health
Organization https://www.who.int/activities/choosing-interventions-that-are-cost-effective-(who-choice
In the CHOICE project, we have used a threshold
of three times GDP per capita for an intervention to be considered
’cost-effective’ and a threshold of one times GDP per capita to be
considered ’very cost-effective’. Additional sources:
https://www.who.int/activities/choosing-interventions-that-are-cost-effective-(who-choice
.819.
WHO. WHO clean water and sanitation DALY costs.
WHO https://iris.who.int/bitstream/handle/10665/68568/WHO_SDE_WSH_04.04.pdf
(2004)
Household water treatment and safe
storage interventions cost approximately $20-$500 per
disability-adjusted life year (DALY) averted. Community water supply
improvements cost $200-$2,000 per DALY averted. These are highly
cost-effective interventions by WHO standards. Additional sources:
https://iris.who.int/bitstream/handle/10665/68568/WHO_SDE_WSH_04.04.pdf
.820.
PMC. Cost-effectiveness threshold
($50,000/QALY). PMC https://pmc.ncbi.nlm.nih.gov/articles/PMC5193154/
The $50,000/QALY threshold is widely used in US
health economics literature, originating from dialysis cost benchmarks
in the 1980s. In US cost-utility analyses, 77.5% of authors use either
$50,000 or $100,000 per QALY as reference points. Most successful health
programs cost $3,000-10,000 per QALY. WHO-CHOICE uses GDP per capita
multiples (1× GDP/capita = "very cost-effective", 3× GDP/capita =
"cost-effective"), which for the US ( $70,000 GDP/capita) translates to
$70,000-$210,000/QALY thresholds. Additional sources:
https://pmc.ncbi.nlm.nih.gov/articles/PMC5193154/ |
https://pmc.ncbi.nlm.nih.gov/articles/PMC9278384/
.821.
World Health Organization. WHO dashboard:
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822.
World Health Organization. The top 10 causes of
death. WHO Fact Sheets https://www.who.int/news-room/fact-sheets/detail/the-top-10-causes-of-death
(2024)
Approximately 150,000 people die every
day worldwide. The majority of these deaths (over 100,000) are from
non-communicable diseases including cardiovascular diseases, cancers,
chronic respiratory diseases, and diabetes.
823.
WHO & UNICEF. Progress on Household
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824.
WHO. WHO generic drug substitution policy.
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(2015)
Generic medicines are by definition
cost-saving when therapeutic equivalence is maintained, with typical
savings of 30-80% versus brand-name drugs. WHO promotes generic drug use
as a key strategy for improving access to essential medicines and
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https://apps.who.int/gb/ebwha/pdf_files/WHA58/WHA58_33-en.pdf
.825.
World Health Organization. Life
expectancy at age 60 (years): Global health observatory.
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826.
World Health Organization. WHO global health
estimates 2024. World Health Organization https://www.who.int/data/gho/data/themes/mortality-and-global-health-estimates
(2024)
Comprehensive mortality and morbidity
data by cause, age, sex, country, and year Global mortality: 55-60
million deaths annually Lives saved by modern medicine (vaccines,
cardiovascular drugs, oncology): 12M annually (conservative aggregate)
Leading causes of death: Cardiovascular disease (17.9M), Cancer (10.3M),
Respiratory disease (4.0M) Note: Baseline data for regulatory mortality
analysis. Conservative estimate of pharmaceutical impact based on WHO
immunization data (4.5M/year from vaccines) + cardiovascular
interventions (3.3M/year) + oncology (1.5M/year) + other therapies.
Additional sources:
https://www.who.int/data/gho/data/themes/mortality-and-global-health-estimates
.827.
World Health Organization and World Bank. More
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828.
World Health Organization. Global health observatory (GHO) data
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829.
World Health Organization. WHO
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Japan: 84.3 years (2023) United States: 77.5 years (2023) - 6.5 years
below Switzerland, Singapore Global average: 73 years Note: US spends
more per capita on healthcare than any other nation, yet achieves lower
life expectancy Additional sources:
https://www.who.int/data/gho/data/themes/mortality-and-global-health-estimates/ghe-life-expectancy-and-healthy-life-expectancy
.830.
World Health Organization. Obesity
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831.
World Health Organization. Global
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WHO. WHO smallpox eradication commemoration
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On May 17, 2010, WHO unveiled a
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estimated 5 million deaths annually and demonstrated unprecedented
international cooperation in public health. The benefit-cost ratio has
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https://www.who.int/news/item/17-05-2010-statue-commemorates-smallpox-eradication
.833.
World Health Organization. WHO
statement on Solidarity Trial Vaccines. (2021).
834.
Wikipedia contributors. Elixir
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835.
Wikipedia contributors. Thalidomide.
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Sinn, M. P. Wishocracy: Solving the
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Representative democracy suffers from an
inescapable principal-agent problem where elected officials’ incentives
diverge from citizen welfare. Wishocracy introduces RAPPA (Randomized
Aggregated Pairwise Preference Allocation), which aggregates citizen
preferences through cognitively tractable pairwise comparisons and
creates accountability via Citizen Alignment Scores that channel
electoral resources toward politicians who actually represent what
citizens want.
837.
Wishonia. Wishocracy: A decentralized
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838.
Wood, T. & Porter, E. The elusive backfire
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839.
World Bank. Democratic Republic of
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840.
World Bank. Expense
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841.
World Bank. Gross
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842.
World Bank. Market
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843.
Global Policy Journal. World bank cost to
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(2024)
Jeffrey Sachs estimated $175 billion
per year for 20 years (less than 1% of combined income of richest
countries). Recent UNU-WIDER research: $70B/year for extreme poverty
($2.15/day threshold) or $325B/year for absolute poverty ($3.65/day).
This is only 0.1-0.6% of OECD high-income countries’ GNI. Additional
sources:
https://www.globalpolicyjournal.com/blog/25/07/2024/new-estimates-cost-ending-poverty
|
https://borgenproject.org/how-much-does-it-cost-to-end-poverty/
.844.
World Bank. World bank trade disruption cost
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Estimated $616B annual cost from conflict-related
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developing country 30 years of GDP growth, with 20 years needed for
trade to return to pre-war levels. Trade disputes analysis shows tariff
escalation could reduce global exports by up to $674 billion. Additional
sources:
https://www.worldbank.org/en/topic/trade/publication/trading-away-from-conflict
| https://www.nber.org/papers/w11565 |
http://blogs.worldbank.org/en/trade/impacts-global-trade-and-income-current-trade-disputes
.845.
World Bank. Trading for Development in the
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846.
Abers, R., Brandão, I., King, R. & Votto,
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Examines
transformative urban change in Porto Alegre, Brazil, through the lens of
participatory budgeting. However, political support for participatory
budgeting in its birthplace has declined through the years, culminating
in its suspension in Porto Alegre in 2017. The success of participatory
budgeting as a tool of transformative urban change is contingent on four
conditions: (1) well-structured participatory arrangements to ensure
participation from a wide range of actors across society; (2) adequate
financial resources; (3) political commitment and flexibility to adjust
to changing political realities; and (4) government commitment to
implement the proposals the process generates. Additional sources:
https://www.wri.org/research/porto-alegre-participatory-budgeting-and-challenge-sustaining-transformative-change
| https://www.oidp.net/docs/repo/doc415.pdf
.847.
Federation of American Scientists. World
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As of early 2025, we estimate that the
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approximately 12,241 nuclear warheads. Additional sources:
https://fas.org/issues/nuclear-weapons/status-world-nuclear-forces/
.848.
World Bank, Bureau of Economic Analysis. US GDP
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US GDP reached $28.78 trillion in
2024, representing approximately 26% of global GDP. Additional sources:
https://data.worldbank.org/indicator/NY.GDP.MKTP.CD?locations=US |
https://www.bea.gov/news/2024/gross-domestic-product-fourth-quarter-and-year-2024-advance-estimate
.849.
World Bank. Lebanon: Poverty More Than
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(2024).
850.
World Bank. Poverty and Shared Prosperity
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851.
World Bank Independent Evaluation Group.
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852.
World Foundation. Worldcoin identity
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(2025)
World Network now spans 160 countries
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https://world.org/blog/announcements/world-year-two
.853.
Federation of American Scientists. Cost of
world war II in today’s dollars. Federation of American
Scientists https://fas.org/publication/costs_of_war/
WWII cost $4 trillion (today’s dollars).
Additional sources: https://fas.org/publication/costs_of_war/ |
https://online.norwich.edu/online/about/resource-library/cost-us-wars-then-and-now
.854.
U.S. Treasury. WWII war bonds. U.S.
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855.
Xu, X. et al. Global greenhouse gas
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856.
Yale Budget Lab. The
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(2025)
Accounting for all the 2025 US tariffs
and retaliation implemented to date, the level of real GDP is
persistently -0.6% smaller in the long run, the equivalent of $160
billion 2024$ annually.
857.
Nobel Prize. Discovery of induced pluripotent
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(2012)
In 2006, Shinya Yamanaka and Kazutoshi
Takahashi showed that introducing four specific genes (Myc, Oct3/4,
Sox2, Klf4), known as Yamanaka factors, could convert somatic cells into
pluripotent stem cells. Yamanaka was awarded the 2012 Nobel Prize with
Sir John Gurdon for the discovery that mature cells can be reprogrammed
to become pluripotent. Additional sources:
https://www.nobelprize.org/prizes/medicine/2012/press-release/ |
https://en.wikipedia.org/wiki/Induced_pluripotent_stem_cell
.858.
Yang, J. C. et al. Designing digital voting systems
for citizens: Achieving fairness and legitimacy in participatory
budgeting. Yang 5, 1–30 (2024)
Identifies approaches to designing participatory
budgeting voting that minimize cognitive load and enhance the perceived
fairness and legitimacy of the digital process from the citizens’
perspective. Main results: participants preferred voting input formats
that are more expressive (like rankings and distributing points) over
simpler formats (like approval voting); participants indicated a desire
for the budget to be fairly distributed across city districts and
project categories; participants found the Method of Equal Shares voting
rule to be fairer than the conventional Greedy voting rule. Additional
sources: https://dl.acm.org/doi/10.1145/3665332 |
https://arxiv.org/abs/2310.03501 |
https://www.researchgate.net/publication/380771947_Designing_Digital_Voting_Systems_for_Citizens_Achieving_Fairness_and_Legitimacy_in_Participatory_Budgeting
.859.
ACS. ZINC-22 database (billions of compounds).
ACS https://pubs.acs.org/doi/10.1021/acs.jcim.2c01253
ZINC-22 contains tens of billions of purchasable
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https://pubs.acs.org/doi/10.1021/acs.jcim.2c01253
.860.
Zurlo, G. A. The annual
statistical table for world christianity 2024. (2024)
One of our most cited statistics is the number of
denominations in the world, this year estimated as a perhaps shocking
47,000.