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_map.md
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acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef.md
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after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes.md
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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
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AI diagnostic triage achieves 97 percent sensitivity across 14 conditions making AI-first screening viable for all imaging and pathology.md
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AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review.md
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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
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ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement.md
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ai-case-routing-prevents-threshold-calibration-skill-development.md
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ai-cervical-cytology-screening-creates-never-skilling-through-routine-case-reduction.md
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ai-cognitive-worker-displacement-creates-second-wave-deaths-of-despair.md
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vida: extract claims from 2026-05-01-lpl-ai-productivity-us-growth-2026-sector-concentration
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2026-05-01 04:46:50 +00:00 |
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ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine.md
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ai-induced-upskilling-inhibition-prevents-skill-acquisition-in-trainees-through-routine-case-reduction.md
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ai-labor-displacement-accelerates-entry-level-job-loss-without-reaching-physically-demanding-sectors.md
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vida: extract claims from 2026-05-01-lpl-ai-productivity-us-growth-2026-sector-concentration
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2026-05-01 04:46:50 +00:00 |
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ai-micro-learning-loop-creates-durable-upskilling-through-review-confirm-override-cycle.md
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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
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ai-productivity-gains-enable-gdp-healthspan-decoupling-through-sector-concentration.md
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vida: extract claims from 2026-05-01-lpl-ai-productivity-us-growth-2026-sector-concentration
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2026-05-01 04:46:50 +00:00 |
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ai-skill-compression-occurs-within-firms-not-across-sectors.md
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vida: extract claims from 2026-04-07-anthropic-economic-index-labor-market-impacts-ai-exposure
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2026-05-01 04:42:11 +00:00 |
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ai-telehealth-glp1-prescribing-commoditizes-at-scale-but-generates-systematic-safety-and-fraud-failures.md
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vida: extract claims from 2026-04-28-llm-vs-human-glp1-coaching-commoditization-limits
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2026-04-28 08:27:17 +00:00 |
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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
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ambient-ai-scribes-create-three-party-liability-exposure-outside-fda-oversight.md
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ambient-ai-scribes-face-wiretapping-litigation-for-consent-violations.md
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Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s.md
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anti-payvidor legislation targets all insurer-provider integration without distinguishing acquisition-based arbitrage from purpose-built care delivery.md
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antidepressant-discontinuation-follows-continuous-treatment-model-but-psychological-support-mitigates-relapse.md
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audio-only-telehealth-equity-relevant-modality-overindexes-underserved-populations.md
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automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output.md
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behavioral-biological-health-dichotomy-false-for-reward-dysregulation-conditions.md
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Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated.md
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bmi-fails-as-malnutrition-indicator-in-obese-hfpef-enabling-sarcopenic-obesity-paradox.md
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caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md
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cgm-integrated-glp1-behavioral-support-achieves-superior-unit-economics-versus-coaching-only-models.md
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reweave: merge 21 files via frontmatter union [auto]
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2026-05-01 01:16:17 +00:00 |
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chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md
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cipla-dual-role-generic-semaglutide-and-branded-tirzepatide-exemplifies-portfolio-hedge-strategy-for-bifurcated-markets.md
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clinical-ai-bias-amplification-creates-compounding-disparity-risk-at-scale.md
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clinical-ai-chatbot-misuse-documented-as-top-patient-safety-hazard-two-consecutive-years.md
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vida: extract claims from 2026-04-28-llm-vs-human-glp1-coaching-commoditization-limits
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2026-04-28 08:27:17 +00:00 |
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clinical-ai-creates-moral-deskilling-through-ethical-judgment-erosion.md
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clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md
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clinical-ai-deskilling-is-generational-risk-not-current-phenomenon.md
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clinical-ai-errors-are-76-percent-omissions-not-commissions-inverting-the-hallucination-safety-model.md
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clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md
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clinical-ai-human-first-reasoning-prevents-never-skilling-through-pedagogical-sequencing.md
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clinical-ai-safety-gap-is-doubly-structural-with-no-pre-deployment-requirements-and-no-post-market-surveillance.md
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clinical-ai-upskilling-requires-deliberate-educational-design-not-passive-exposure.md
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CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md
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reweave: merge 20 files via frontmatter union [auto]
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2026-04-30 01:30:20 +00:00 |
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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
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cognitive-behavioral-therapy-provides-durable-relapse-protection-through-skill-acquisition-unlike-pharmacological-interventions.md
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comprehensive-behavioral-wraparound-enables-durable-weight-maintenance-post-glp1-cessation.md
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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
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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
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continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware.md
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culturally-adapted-digital-mental-health-doubles-effect-size-for-minority-populations.md
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cvd-mortality-stagnation-affects-all-income-levels-indicating-structural-system-failure.md
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cvd-stagnation-drives-us-life-expectancy-plateau-3-11x-more-than-drug-deaths.md
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cvd-stagnation-reversed-racial-health-convergence-by-stopping-black-mortality-improvements.md
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cytology-lab-consolidation-creates-never-skilling-pathway-through-80-percent-training-volume-destruction.md
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Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md
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reweave: merge 20 files via frontmatter union [auto]
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2026-04-30 01:30:20 +00:00 |
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digital-behavioral-support-enables-glp1-dose-reduction-while-maintaining-clinical-outcomes.md
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digital-behavioral-support-improves-glp1-persistence-20-percentage-points-through-coaching-and-monitoring.md
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vida: extract claims from 2026-04-28-noom-glp1-companion-biomarker-integration-2025
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2026-04-30 22:35:50 +00:00 |
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divergence-glp1-economics-chronic-cost-vs-low-persistence.md
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divergence-human-ai-clinical-collaboration-enhance-or-degrade.md
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divergence-prevention-first-cost-reduction-vs-cost-redistribution.md
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dopaminergic-reinforcement-of-ai-reliance-predicts-behavioral-entrenchment-beyond-simple-habit-formation.md
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double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl.md
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economic-downturns-reduce-pollution-mortality-in-elderly-while-increasing-deaths-of-despair-in-working-age.md
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enhanced-aca-premium-tax-credit-expiration-creates-second-simultaneous-coverage-loss-pathway-above-medicaid-income-threshold.md
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epidemiological-transition-relative-deprivation-replaces-absolute-after-threshold.md
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eu-ai-act-medical-device-simplification-shifts-burden-from-requiring-safety-demonstration-to-allowing-deployment-without-mandated-oversight.md
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reciprocal edges: 16 edges from 2 new claims
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2026-04-30 08:16:08 +00:00 |
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family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population.md
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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
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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
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fda-2026-cds-enforcement-discretion-expands-to-single-recommendation-ai-without-defining-clinical-appropriateness.md
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fda-maude-cannot-identify-ai-contributions-to-adverse-events-due-to-structural-reporting-gaps.md
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fda-maude-database-lacks-ai-specific-adverse-event-fields-creating-systematic-under-detection-of-ai-attributable-harm.md
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fda-transparency-requirements-treat-clinician-understanding-as-sufficient-oversight-despite-automation-bias-evidence.md
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fda-treats-automation-bias-as-transparency-problem-contradicting-evidence-that-visibility-does-not-prevent-deference.md
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federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md
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federal-glp1-expansion-programs-reproduce-access-hierarchy-at-design-level.md
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vida: extract claims from 2026-04-01-natlawreview-fda-glp1-compounding-april-clarification
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2026-04-30 09:34:49 +00:00 |
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five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md
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food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed.md
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food-insecurity-creates-bidirectional-reinforcing-loop-with-cvd-through-medical-costs-and-dietary-quality.md
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food-insecurity-independently-predicts-41-percent-higher-cvd-incidence-establishing-temporality-for-sdoh-cardiovascular-pathway.md
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four competing payer-provider models are converging toward value-based care with vertical integration dominant today but aligned partnership potentially more durable.md
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vida: extract claims from 2026-04-29-hcplan-2024-vbc-full-risk-doubled-28pct-downside
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2026-04-29 04:23:19 +00:00 |
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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
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gatekeeping-systems-optimize-primary-care-at-the-expense-of-specialty-access-creating-structural-bottlenecks.md
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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
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generative-ai-medical-devices-require-new-regulatory-frameworks-because-non-determinism-continuous-updates-and-inherent-hallucination-are-architectural-properties.md
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generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity.md
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GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months.md
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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
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glp-1-access-structure-inverts-need-creating-equity-paradox.md
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vida: extract claims from 2026-04-01-natlawreview-fda-glp1-compounding-april-clarification
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2026-04-30 09:34:49 +00:00 |
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glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md
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glp-1-nutritional-support-advisory-recommends-snap-enrollment-creating-institutional-contradiction-with-snap-cuts.md
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glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md
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glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md
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glp-1-receptor-agonists-produce-nutritional-deficiencies-in-12-14-percent-of-users-within-6-12-months-requiring-monitoring-infrastructure-current-prescribing-lacks.md
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glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation.md
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glp-1-therapy-requires-nutritional-monitoring-infrastructure-but-92-percent-receive-no-dietitian-support.md
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glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md
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vida: extract claims from 2026-04-29-9amhealth-waltz-novo-dte-glp1-access-2026
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2026-04-29 04:19:21 +00:00 |
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glp1-access-inverted-by-cardiovascular-risk-creating-efficacy-translation-barrier.md
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glp1-appetite-suppression-creates-protein-deficiency-pathway-requiring-resistance-training-mitigation.md
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glp1-behavioral-mandate-rate-tripled-2024-2025-signaling-managed-access-infrastructure-shift.md
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vida: extract claims from 2026-04-22-kff-employer-glp1-survey-2025-paradox-large-employer-coverage
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2026-05-01 04:44:16 +00:00 |
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glp1-behavioral-support-market-stratifies-by-physical-integration-with-atoms-to-bits-companies-profitable-and-behavioral-only-companies-bankrupt.md
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vida: extract claims from 2026-04-28-noom-glp1-companion-biomarker-integration-2025
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2026-04-30 22:35:50 +00:00 |
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glp1-cardiac-benefits-weight-independent-via-fibrosis-attenuation.md
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glp1-discontinuation-predicted-by-psychiatric-comorbidity-creating-access-adherence-trap.md
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glp1-employer-coverage-declining-despite-utilization-growth-creating-access-gap.md
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vida: extract claims from 2026-04-22-kff-employer-glp1-survey-2025-paradox-large-employer-coverage
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2026-05-01 04:44:16 +00:00 |
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glp1-hfpef-creates-competing-mechanisms-cardiac-benefit-versus-sarcopenic-malnutrition-risk.md
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glp1-long-term-persistence-ceiling-14-percent-year-two.md
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vida: extract claims from 2026-04-28-phti-employer-glp1-coverage-behavioral-mandate-2025
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2026-04-28 04:26:16 +00:00 |
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glp1-managed-access-infrastructure-creates-distinct-platform-opportunity-beyond-behavioral-coaching.md
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vida: extract claims from 2026-04-28-phti-employer-glp1-coverage-behavioral-mandate-2025
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2026-04-28 04:26:16 +00:00 |
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glp1-managed-access-operating-systems-require-multi-layer-infrastructure-beyond-formulary.md
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vida: extract claims from 2026-04-28-phti-employer-glp1-coverage-behavioral-mandate-2025
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2026-04-28 04:26:16 +00:00 |
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glp1-payer-fiscal-unsustainability-10x-pmpm-increase-2023-2024.md
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vida: extract claims from 2026-04-29-employer-glp1-coverage-crisis-enrollment-declining-2026
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2026-04-29 04:22:13 +00:00 |
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glp1-persistence-improves-with-specialist-care-supporting-obesity-medicine-infrastructure.md
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glp1-receptor-agonists-address-substance-use-disorders-through-mesolimbic-dopamine-modulation.md
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glp1-receptor-agonists-provide-cardiovascular-benefits-through-weight-independent-mechanisms.md
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glp1-response-variability-partially-genetically-determined-glp1r-gipr-variants-predict-weight-loss-and-side-effects.md
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glp1-year-one-persistence-doubled-2021-2024-supply-normalization.md
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reweave: merge 16 files via frontmatter union [auto]
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2026-04-28 01:19:19 +00:00 |
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healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md
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reweave: merge 18 files via frontmatter union [auto]
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2026-04-29 01:16:49 +00:00 |
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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
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healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md
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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
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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
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hedonic-eating-dopamine-circuit-adapts-to-glp1-suppression-explaining-continuous-delivery-requirement.md
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home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md
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hospital-physician-consolidation-increases-prices-without-improving-quality.md
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hospital-price-transparency-produces-cost-reductions-only-for-self-pay-elective-procedures-not-insured-patients.md
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vida: extract claims from 2026-04-29-price-transparency-limited-insured-market-impact-2025
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2026-04-29 08:31:42 +00:00 |
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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
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hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md
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hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022.md
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hypertensive-disease-mortality-doubled-1999-2023-becoming-leading-contributing-cvd-cause.md
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illinois-mhpaea-2024-rule-enforcement-creates-natural-experiment-for-outcome-data-evaluation.md
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vida: extract claims from 2025-07-01-illinois-idoi-company-bulletin-2025-10-mhpaea-2024-rule-enforcement
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2026-05-01 04:37:56 +00:00 |
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indian-generic-semaglutide-exports-enabled-by-evergreening-rejection-create-global-access-pathway-before-us-patent-expiry.md
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japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge.md
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japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md
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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
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llm-anchoring-bias-explains-clinical-ai-plan-reinforcement-mechanism.md
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llm-behavioral-coaching-matches-human-message-quality-but-fails-clinical-equivalence-due-to-safety-concerns.md
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vida: extract claims from 2026-04-28-llm-vs-human-glp1-coaching-commoditization-limits
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2026-04-28 08:27:17 +00:00 |
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llm-clinical-recommendations-exhibit-systematic-sociodemographic-bias-across-all-model-architectures.md
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llm-nursing-care-plans-exhibit-dual-pathway-sociodemographic-bias-in-content-and-expert-rated-quality.md
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llms-amplify-human-cognitive-biases-through-sequential-processing-and-lack-contextual-resistance.md
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reweave: merge 18 files via frontmatter union [auto]
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2026-04-29 01:16:49 +00:00 |
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lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md
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manufacturer-direct-to-employer-channels-challenge-pbm-intermediation-through-price-compression.md
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vida: extract claims from 2026-04-29-lilly-employer-connect-not-revolutionary-dte-limits
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2026-04-29 08:27:56 +00:00 |
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medicaid-accepting-facilities-25-percent-less-likely-offer-telehealth-reproducing-in-person-disparities-digitally.md
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medicaid-coverage-expansion-eliminates-racial-glp1-prescribing-disparities-through-structural-access-not-provider-bias.md
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medicaid-glp1-coverage-reversing-through-state-budget-pressure.md
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medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening.md
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medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md
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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
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reweave: merge 18 files via frontmatter union [auto]
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2026-04-29 01:16:49 +00:00 |
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medical-benchmark-performance-does-not-predict-clinical-safety-as-usmle-scores-correlate-only-0-61-with-harm-rates.md
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medically-tailored-meals-achieve-pharmacotherapy-scale-bp-reduction-in-food-insecure-hypertensive-patients.md
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medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md
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vida: extract claims from 2026-04-29-hcplan-2024-vbc-full-risk-doubled-28pct-downside
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2026-04-29 04:23:19 +00:00 |
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medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice.md
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medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md
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reweave: merge 20 files via frontmatter union [auto]
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2026-04-30 01:30:20 +00:00 |
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medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md
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medicare-glp1-bridge-lis-exclusion-structurally-denies-lowest-income-access.md
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medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md
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mental-health-reimbursement-27pct-gap-structural-access-barrier.md
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vida: extract claims from 2026-04-30-rti-kennedy-forum-mental-health-reimbursement-27pct-gap
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2026-04-30 04:39:38 +00:00 |
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mhpaea-enforcement-closes-coverage-gaps-but-not-access-gaps-because-payers-differentially-treat-mental-health-versus-medical-reimbursement-rates.md
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reweave: merge 21 files via frontmatter union [auto]
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2026-05-01 04:45:33 +00:00 |
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midlife-cvd-mortality-increased-in-many-us-states-after-2010-representing-reversal-not-stagnation.md
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modernization dismantles family and community structures replacing them with market and state relationships that increase individual freedom but erode psychosocial foundations of wellbeing.md
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moral-deskilling-from-ai-erodes-ethical-judgment-through-repeated-cognitive-offloading.md
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mssp-acos-generate-record-savings-while-improving-quality-proving-cost-quality-cooptimization.md
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vida: extract claims from 2026-04-29-mssp-health-affairs-2024-aco-participation-trends
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2026-04-29 04:26:38 +00:00 |
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mssp-downside-risk-adoption-accelerating-two-thirds-in-risk-tracks.md
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vida: extract claims from 2026-04-29-mssp-health-affairs-2024-aco-participation-trends
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2026-04-29 04:26:38 +00:00 |
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multi-agent-clinical-ai-adoption-driven-by-efficiency-not-safety-creating-accidental-harm-reduction.md
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multi-agent-clinical-ai-reduces-computational-cost-65x-while-maintaining-performance-under-workload.md
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never-skilling-affects-trainees-while-deskilling-affects-experienced-physicians-creating-distinct-population-risks.md
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never-skilling-distinct-from-deskilling-affects-trainees-not-experienced-physicians.md
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never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling.md
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never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment.md
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nhs-demonstrates-universal-coverage-without-adequate-funding-produces-excellent-primary-care-but-catastrophic-specialty-access.md
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no-peer-reviewed-evidence-of-durable-physician-upskilling-from-ai-exposure-as-of-mid-2026.md
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no-regulatory-body-globally-has-established-mandatory-hallucination-rate-benchmarks-for-clinical-ai-despite-evidence-base.md
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obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md
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obbba-snap-cuts-largest-food-assistance-reduction-history-186b-through-2034.md
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only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint.md
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OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md
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optional-use-ai-deployment-preserves-independent-clinical-judgment-preventing-automation-bias-pathway.md
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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
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pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md
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pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md
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pcsk9-inhibitors-achieved-only-1-to-2-5-percent-penetration-despite-proven-efficacy-demonstrating-access-mediated-pharmacological-ceiling.md
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personalized mRNA cancer vaccines show sustained 49 percent reduction in melanoma recurrence after five years representing a genuinely novel therapeutic paradigm.md
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physician-consolidation-raises-commercial-prices-16-21-percent-without-quality-improvement.md
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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
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private-equity-drives-65-percent-physician-acquisitions-while-owning-7-percent-practices.md
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provider-tax-freeze-blocks-state-chw-expansion-by-eliminating-the-funding-mechanism-not-the-program.md
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racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms.md
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real-world-semaglutide-shows-stronger-mace-reduction-than-select-trial.md
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regulatory-deregulation-occurring-during-active-harm-accumulation-not-after-safety-evidence.md
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regulatory-rollback-clinical-ai-eu-us-2025-2026-removes-high-risk-oversight-despite-accumulating-failure-evidence.md
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reciprocal edges: 16 edges from 2 new claims
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2026-04-30 08:16:08 +00:00 |
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regulatory-vacuum-emerges-when-deregulation-outpaces-safety-evidence-accumulation-creating-institutional-epistemic-divergence.md
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rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md
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rural-food-insecure-populations-show-higher-enrollment-in-food-assistance-interventions-than-urban-counterparts.md
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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
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semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md
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semaglutide-cardiovascular-benefit-is-67-percent-independent-of-weight-loss-with-inflammation-as-primary-mediator.md
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semaglutide-outperforms-tirzepatide-cardiovascular-outcomes-despite-inferior-weight-loss-suggesting-glp1r-specific-cardiac-mechanism.md
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semaglutide-outperforms-tirzepatide-cardiovascular-outcomes-despite-inferior-weight-loss.md
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semaglutide-produces-large-effect-aud-reduction-through-vta-dopamine-suppression.md
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semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings.md
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snap-benefit-loss-causes-measurable-mortality-through-food-insecurity-pathway.md
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snap-reduces-antihypertensive-nonadherence-through-food-medication-trade-off-relief.md
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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
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state-clinical-ai-disclosure-laws-fill-federal-regulatory-gap-created-by-fda-enforcement-discretion-expansion.md
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state-mhpaea-enforcement-addresses-procedural-parity-not-reimbursement-parity.md
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reciprocal edges: 4 edges from 1 new claims
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2026-05-01 04:38:02 +00:00 |
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state-snap-cost-shifting-creates-fiscal-cascade-forcing-additional-benefit-cuts.md
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tailored-digital-health-interventions-achieve-sustained-bp-reduction-in-disparity-populations-but-effect-requires-population-specific-design.md
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tempo-pilot-creates-medicare-digital-health-pathway-while-medicaid-coverage-contracts.md
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the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md
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the FDA now separates wellness devices from medical devices based on claims not sensor technology enabling health insights without full medical device classification.md
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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
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vida: extract claims from 2026-04-29-cms-mssp-py2024-2-4b-savings-vbc-structural-proof
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2026-04-29 04:20:28 +00:00 |
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the healthcare cost curve bends up through 2035 because new curative and screening capabilities create more treatable conditions faster than prices decline.md
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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
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reweave: merge 20 files via frontmatter union [auto]
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2026-04-30 01:30:20 +00:00 |
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the physician role shifts from information processor to relationship manager as AI automates documentation triage and evidence synthesis.md
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tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md
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trump-mhpaea-2024-rule-pause-suspends-outcome-data-enforcement-preserves-procedural-compliance.md
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vida: extract claims from 2026-02-10-dol-kaiser-foundation-health-plan-mhpaea-settlement-outcome-enforcement
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2026-05-01 04:41:43 +00:00 |
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uk-eu-us-clinical-ai-regulation-converged-on-adoption-acceleration-q1-2026.md
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ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway.md
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unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models.md
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upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure.md
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us-avoidable-mortality-increased-all-states-while-oecd-declined-with-health-spending-structurally-decoupled-from-outcomes.md
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us-cardiovascular-mortality-gains-reversing-after-decades-of-improvement-across-major-conditions.md
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us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening.md
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us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality.md
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us-healthcare-spending-outcome-paradox-confirms-non-clinical-factors-dominate-population-health.md
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vida: extract claims from 2026-05-01-lpl-ai-productivity-us-growth-2026-sector-concentration
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2026-05-01 04:46:50 +00:00 |
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us-healthspan-declining-while-lifespan-recovers-creating-divergence.md
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us-healthspan-lifespan-gap-largest-globally-despite-highest-spending.md
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us-heart-failure-mortality-reversed-1999-2023-exceeding-baseline-despite-acute-care-improvements.md
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us-hypertension-mortality-doubled-2000-2019-while-treatment-control-stagnated-structural-access-failure.md
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us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md
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uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant.md
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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
|
reciprocal edges: 4 edges from 1 new claims
|
2026-05-01 04:38:02 +00:00 |
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vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution.md
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wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi.md
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who-endorses-glp1-obesity-while-uspstf-maintains-2018-exclusion-creating-international-us-coverage-mandate-gap.md
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who-glp1-behavioral-supplement-low-certainty-evidence.md
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who-glp1-conditional-endorsement-signals-system-readiness-gap.md
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who-glp1-conditional-recommendation-reflects-structural-access-barriers-not-clinical-efficacy-uncertainty.md
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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
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