teleo-codex/domains/health
m3taversal 4fa5807d03 leo: add 5 claims — internet finance theory + health (Moloch/Schmachtenberger sprint batch 2)
- What: 4 internet-finance claims (power-law volatility, priority inheritance, doubly unstable value,
  autovitatic innovation) + 1 health claim (epidemiological transition)
- Why: Investment theory extraction from Abdalla manuscript. These are the mechanism-specific claims
  that translate the grand-strategy diagnosis into investable frameworks. Epidemiological transition
  connects Moloch diagnosis to health domain.
- Sources: Abdalla manuscript, Bak 'How Nature Works', Mandelbrot 'Misbehavior of Markets',
  Henderson & Clark 'Architectural Innovation', Minsky, Wilkinson & Pickett 'The Spirit Level'
- Connections: Links to batch 1 claims (fragility, clockwork worldview) and existing KB (Moloch dynamics)

Pentagon-Agent: Leo <D35C9237-A739-432E-A3DB-20D52D1577A9>
2026-04-14 19:15:29 +00:00
..
_map.md vida: 5 health AI claims + 1 enrichment from Bessemer State of Health AI 2026 2026-03-06 09:25:22 -07:00
acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes.md leo: add 5 claims — internet finance theory + health (Moloch/Schmachtenberger sprint batch 2) 2026-04-14 19:15:29 +00:00
AI compresses drug discovery timelines by 30-40 percent but has not yet improved the 90 percent clinical failure rate that determines industry economics.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
AI diagnostic triage achieves 97 percent sensitivity across 14 conditions making AI-first screening viable for all imaging and pathology.md
AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
ambient AI documentation reduces physician documentation burden by 73 percent but the relationship between automation and burnout is more complex than time savings alone.md
ambient-ai-scribes-create-three-party-liability-exposure-outside-fda-oversight.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
ambient-ai-scribes-face-wiretapping-litigation-for-consent-violations.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
anti-payvidor legislation targets all insurer-provider integration without distinguishing acquisition-based arbitrage from purpose-built care delivery.md
antidepressant-discontinuation-follows-continuous-treatment-model-but-psychological-support-mitigates-relapse.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output.md vida: extract claims from 2026-04-13-natali-2025-ai-deskilling-comprehensive-review 2026-04-13 04:24:04 +00:00
Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
bmi-fails-as-malnutrition-indicator-in-obese-hfpef-enabling-sarcopenic-obesity-paradox.md vida: extract claims from 2024-xx-journal-cardiac-failure-glp1-hfpef-malnutrition-sarcopenia-caution 2026-04-11 04:20:38 +00:00
caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md
cipla-dual-role-generic-semaglutide-and-branded-tirzepatide-exemplifies-portfolio-hedge-strategy-for-bifurcated-markets.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
clinical-ai-bias-amplification-creates-compounding-disparity-risk-at-scale.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
clinical-ai-chatbot-misuse-documented-as-top-patient-safety-hazard-two-consecutive-years.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
clinical-ai-errors-are-76-percent-omissions-not-commissions-inverting-the-hallucination-safety-model.md vida: extract claims from 2026-03-22-stanford-harvard-noharm-clinical-llm-safety 2026-04-04 14:09:59 +00:00
clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
clinical-ai-safety-gap-is-doubly-structural-with-no-pre-deployment-requirements-and-no-post-market-surveillance.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
cognitive-behavioral-therapy-provides-durable-relapse-protection-through-skill-acquisition-unlike-pharmacological-interventions.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
comprehensive-behavioral-wraparound-enables-durable-weight-maintenance-post-glp1-cessation.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
consumer CGMs are going mainstream as behavioral change tools not clinical diagnostics because real-time glucose visibility changes food choices even without randomized trial evidence.md
consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware.md
cvd-mortality-stagnation-affects-all-income-levels-indicating-structural-system-failure.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
cvd-stagnation-drives-us-life-expectancy-plateau-3-11x-more-than-drug-deaths.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
cvd-stagnation-reversed-racial-health-convergence-by-stopping-black-mortality-improvements.md vida: extract claims from 2025-06-01-abrams-brower-cvd-stagnation-black-white-life-expectancy-gap 2026-04-04 13:27:27 +00:00
Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
digital-behavioral-support-enables-glp1-dose-reduction-while-maintaining-clinical-outcomes.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
divergence-glp1-economics-chronic-cost-vs-low-persistence.md leo: seed 5 divergences across 3 domains 2026-04-14 18:47:19 +00:00
divergence-human-ai-clinical-collaboration-enhance-or-degrade.md leo: incorporate Theseus review feedback on divergences #1 and #5 2026-04-14 18:47:19 +00:00
divergence-prevention-first-cost-reduction-vs-cost-redistribution.md leo: seed 5 divergences across 3 domains 2026-04-14 18:47:19 +00:00
dopaminergic-reinforcement-of-ai-reliance-predicts-behavioral-entrenchment-beyond-simple-habit-formation.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
enhanced-aca-premium-tax-credit-expiration-creates-second-simultaneous-coverage-loss-pathway-above-medicaid-income-threshold.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
eu-ai-act-medical-device-simplification-shifts-burden-from-requiring-safety-demonstration-to-allowing-deployment-without-mandated-oversight.md vida: extract claims from 2026-03-05-petrie-flom-eu-medical-ai-regulation-simplification 2026-04-04 13:49:42 +00:00
family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
famine disease and war are products of the agricultural revolution not immutable features of human existence and specialization has converted all three from unforeseeable catastrophes into preventable problems.md
FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate.md
fda-2026-cds-enforcement-discretion-expands-to-single-recommendation-ai-without-defining-clinical-appropriateness.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
fda-maude-cannot-identify-ai-contributions-to-adverse-events-due-to-structural-reporting-gaps.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
fda-maude-database-lacks-ai-specific-adverse-event-fields-creating-systematic-under-detection-of-ai-attributable-harm.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
fda-transparency-requirements-treat-clinician-understanding-as-sufficient-oversight-despite-automation-bias-evidence.md vida: extract claims from 2026-01-06-fda-cds-software-deregulation-ai-wearables-guidance 2026-04-04 13:39:37 +00:00
fda-treats-automation-bias-as-transparency-problem-contradicting-evidence-that-visibility-does-not-prevent-deference.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md
five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
food-insecurity-creates-bidirectional-reinforcing-loop-with-cvd-through-medical-costs-and-dietary-quality.md vida: extract claims from 2025-01-xx-bmc-food-insecurity-cvd-risk-factors-us-adults 2026-04-04 13:26:24 +00:00
food-insecurity-independently-predicts-41-percent-higher-cvd-incidence-establishing-temporality-for-sdoh-cardiovascular-pathway.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
four competing payer-provider models are converging toward value-based care with vertical integration dominant today but aligned partnership potentially more durable.md
Function Health drives down diagnostic conversion costs to 499 per year for 100-plus lab tests making atoms-to-bits health data generation accessible at consumer scale.md
gatekeeping-systems-optimize-primary-care-at-the-expense-of-specialty-access-creating-structural-bottlenecks.md
gene editing is shifting from ex vivo to in vivo delivery via lipid nanoparticles which will reduce curative therapy costs from millions to hundreds of thousands per treatment.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
generative-ai-medical-devices-require-new-regulatory-frameworks-because-non-determinism-continuous-updates-and-inherent-hallucination-are-architectural-properties.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months.md vida: add GLP-1→VBC cross-domain claim + provider consolidation musing 2026-04-03 20:24:09 +00:00
GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
glp-1-access-structure-inverts-need-creating-equity-paradox.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
glp-1-nutritional-support-advisory-recommends-snap-enrollment-creating-institutional-contradiction-with-snap-cuts.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
glp-1-receptor-agonists-produce-nutritional-deficiencies-in-12-14-percent-of-users-within-6-12-months-requiring-monitoring-infrastructure-current-prescribing-lacks.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
glp-1-therapy-requires-nutritional-monitoring-infrastructure-but-92-percent-receive-no-dietitian-support.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
glp1-access-inverted-by-cardiovascular-risk-creating-efficacy-translation-barrier.md entity-batch: update 1 entities 2026-04-03 14:22:08 +00:00
glp1-cardiac-benefits-weight-independent-via-fibrosis-attenuation.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
glp1-hfpef-creates-competing-mechanisms-cardiac-benefit-versus-sarcopenic-malnutrition-risk.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
glp1-long-term-persistence-ceiling-14-percent-year-two.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
glp1-receptor-agonists-provide-cardiovascular-benefits-through-weight-independent-mechanisms.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
glp1-year-one-persistence-doubled-2021-2024-supply-normalization.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
healthcare is a complex adaptive system requiring simple enabling rules not complicated management because standardized processes erode the clinical autonomy needed for value creation.md
healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create.md
home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
hypertensive-disease-mortality-doubled-1999-2023-becoming-leading-contributing-cvd-cause.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
indian-generic-semaglutide-exports-enabled-by-evergreening-rejection-create-global-access-pathway-before-us-patent-expiry.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge.md
japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
Kaiser Permanentes 80-year tripartite structure is the strongest precedent for purpose-built payvidor exemptions because any structural separation bill that captures Kaiser faces 12.5 million members and Californias entire healthcare infrastructure.md
llm-anchoring-bias-explains-clinical-ai-plan-reinforcement-mechanism.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
llm-clinical-recommendations-exhibit-systematic-sociodemographic-bias-across-all-model-architectures.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
llm-nursing-care-plans-exhibit-dual-pathway-sociodemographic-bias-in-content-and-expert-rated-quality.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
llms-amplify-human-cognitive-biases-through-sequential-processing-and-lack-contextual-resistance.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
medicaid-coverage-expansion-eliminates-racial-glp1-prescribing-disparities-through-structural-access-not-provider-bias.md vida: extract claims from 2026-04-13-wasden-2026-racial-disparities-glp1-prescribing 2026-04-13 04:28:00 +00:00
medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
medical LLM benchmark performance does not translate to clinical impact because physicians with and without AI access achieve similar diagnostic accuracy in randomized trials.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
medical-benchmark-performance-does-not-predict-clinical-safety-as-usmle-scores-correlate-only-0-61-with-harm-rates.md vida: extract claims from 2026-03-22-stanford-harvard-noharm-clinical-llm-safety 2026-04-04 14:09:59 +00:00
medically-tailored-meals-achieve-pharmacotherapy-scale-bp-reduction-in-food-insecure-hypertensive-patients.md vida: extract claims from 2025-07-09-medrxiv-kentucky-mtm-grocery-prescription-bp-reduction-9mmhg 2026-04-01 16:38:15 +00:00
medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice.md
medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md
medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md
medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
midlife-cvd-mortality-increased-in-many-us-states-after-2010-representing-reversal-not-stagnation.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
modernization dismantles family and community structures replacing them with market and state relationships that increase individual freedom but erode psychosocial foundations of wellbeing.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
multi-agent-clinical-ai-adoption-driven-by-efficiency-not-safety-creating-accidental-harm-reduction.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
multi-agent-clinical-ai-reduces-computational-cost-65x-while-maintaining-performance-under-workload.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
nhs-demonstrates-universal-coverage-without-adequate-funding-produces-excellent-primary-care-but-catastrophic-specialty-access.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
no-regulatory-body-globally-has-established-mandatory-hallucination-rate-benchmarks-for-clinical-ai-despite-evidence-base.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
obbba-snap-cuts-largest-food-assistance-reduction-history-186b-through-2034.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md extract: 2026-03-20-iatrox-openevidence-uk-dtac-nice-esf-governance-review 2026-03-24 04:38:38 +00:00
Oura controls 80 percent of the smart ring market with patent-defended form factor while a demographic pivot from fitness enthusiasts to wellness-focused women drives 250 percent sales growth.md
pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md
pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md
pcsk9-inhibitors-achieved-only-1-to-2-5-percent-penetration-despite-proven-efficacy-demonstrating-access-mediated-pharmacological-ceiling.md extract: 2026-03-30-jacc-cvd-mortality-trends-1999-2023 2026-03-30 05:46:23 +00:00
personalized mRNA cancer vaccines show sustained 49 percent reduction in melanoma recurrence after five years representing a genuinely novel therapeutic paradigm.md
prescription digital therapeutics failed as a business model because FDA clearance creates regulatory cost without the pricing power that justifies it for near-zero marginal cost software.md
provider-tax-freeze-blocks-state-chw-expansion-by-eliminating-the-funding-mechanism-not-the-program.md vida: extract claims from 2026-03-20-kff-cbo-obbba-coverage-losses-medicaid 2026-04-04 14:00:16 +00:00
racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms.md extract: 2024-06-xx-aha-hypertension-sdoh-systematic-review-57-studies 2026-03-31 11:31:04 +00:00
real-world-semaglutide-shows-stronger-mace-reduction-than-select-trial.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
regulatory-deregulation-occurring-during-active-harm-accumulation-not-after-safety-evidence.md reweave: merge 16 files via frontmatter union [auto] 2026-04-11 01:11:00 +00:00
regulatory-rollback-clinical-ai-eu-us-2025-2026-removes-high-risk-oversight-despite-accumulating-failure-evidence.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
regulatory-vacuum-emerges-when-deregulation-outpaces-safety-evidence-accumulation-creating-institutional-epistemic-divergence.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
rural-food-insecure-populations-show-higher-enrollment-in-food-assistance-interventions-than-urban-counterparts.md vida: extract claims from 2025-07-09-medrxiv-kentucky-mtm-grocery-prescription-bp-reduction-9mmhg 2026-04-01 16:38:15 +00:00
SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action.md auto-fix: strip 11 broken wiki links 2026-04-01 15:48:32 +00:00
semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
semaglutide-cardiovascular-benefit-is-67-percent-independent-of-weight-loss-with-inflammation-as-primary-mediator.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
semaglutide-outperforms-tirzepatide-cardiovascular-outcomes-despite-inferior-weight-loss-suggesting-glp1r-specific-cardiac-mechanism.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
semaglutide-outperforms-tirzepatide-cardiovascular-outcomes-despite-inferior-weight-loss.md reweave: merge 26 files via frontmatter union [auto] 2026-04-12 01:11:08 +00:00
semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
snap-benefit-loss-causes-measurable-mortality-through-food-insecurity-pathway.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
snap-reduces-antihypertensive-nonadherence-through-food-medication-trade-off-relief.md vida: extract claims from 2024-02-23-jama-network-open-snap-antihypertensive-adherence-food-insecure 2026-04-01 16:37:39 +00:00
social isolation costs Medicare 7 billion annually and carries mortality risk equivalent to smoking 15 cigarettes per day making loneliness a clinical condition not a personal problem.md
state-clinical-ai-disclosure-laws-fill-federal-regulatory-gap-created-by-fda-enforcement-discretion-expansion.md vida: extract claims from 2025-10-xx-california-ab489-ai-healthcare-disclosure-2026 2026-04-03 14:24:56 +00:00
state-snap-cost-shifting-creates-fiscal-cascade-forcing-additional-benefit-cuts.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
tailored-digital-health-interventions-achieve-sustained-bp-reduction-in-disparity-populations-but-effect-requires-population-specific-design.md vida: extract claims from 2024-02-05-jama-network-open-digital-health-hypertension-disparities-meta-analysis 2026-04-04 13:21:09 +00:00
tempo-pilot-creates-medicare-digital-health-pathway-while-medicaid-coverage-contracts.md extract: 2026-04-01-fda-tempo-cms-access-selection-pending-july-performance-period 2026-04-01 16:07:12 +00:00
the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
the FDA now separates wellness devices from medical devices based on claims not sensor technology enabling health insights without full medical device classification.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md
the healthcare cost curve bends up through 2035 because new curative and screening capabilities create more treatable conditions faster than prices decline.md
the mental health supply gap is widening not closing because demand outpaces workforce growth and technology primarily serves the already-served rather than expanding access.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
the physician role shifts from information processor to relationship manager as AI automates documentation triage and evidence synthesis.md
tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md reweave: merge 42 files via frontmatter union [auto] 2026-04-07 00:49:11 +00:00
uk-eu-us-clinical-ai-regulation-converged-on-adoption-acceleration-q1-2026.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
us-cardiovascular-mortality-gains-reversing-after-decades-of-improvement-across-major-conditions.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
us-healthspan-declining-while-lifespan-recovers-creating-divergence.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
us-healthspan-lifespan-gap-largest-globally-despite-highest-spending.md reweave: merge 30 files via frontmatter union [auto] 2026-04-07 01:25:39 +00:00
us-heart-failure-mortality-reversed-1999-2023-exceeding-baseline-despite-acute-care-improvements.md reweave: merge 24 files via frontmatter union [auto] 2026-04-10 01:12:04 +00:00
us-hypertension-mortality-doubled-2000-2019-while-treatment-control-stagnated-structural-access-failure.md vida: extract claims from 2026-04-08-jacc-stats-2026-cv-health-stalling 2026-04-08 04:23:12 +00:00
us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md fix: normalize YAML list indentation across 241 claim files 2026-04-07 00:44:26 +00:00
uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant.md vida: extract claims from 2026-04-13-uspstf-2018-b-recommendation-glp1-pharmacotherapy-gap 2026-04-13 04:27:12 +00:00
value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md reweave: merge 52 files via frontmatter union [auto] 2026-04-05 17:31:30 +00:00
vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution.md reweave: merge 36 files via frontmatter union [auto] 2026-04-09 01:11:10 +00:00
wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi.md reweave: merge 21 files via frontmatter union [auto] 2026-04-14 01:10:21 +00:00
WHOOP subscription-only wearable model generates $260M revenue but trails Oura at half the revenue and a third the valuation because fitness-first positioning limits the addressable wellness market.md