domains/health/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

@@ -23,6 +23,12 @@ The near-term trajectory: mandatory outpatient screening by 2026, Z-code adoptio
 
 The Commonwealth Fund's 2024 international comparison provides quantified evidence of the population-level cost of not operationalizing SDOH interventions at scale. The US ranks second-worst on equity (9th of 10 countries) and last on health outcomes (10th of 10), with the highest healthcare spending (>16% of GDP). This outcome gap relative to peer nations with lower spending demonstrates the opportunity cost of the US healthcare system's failure to systematically address social determinants. Countries with better equity and access outcomes (Australia, Netherlands) achieve superior population health despite similar or lower clinical quality and lower spending ratios. The international comparison quantifies what the SDOH adoption gap costs: the US achieves worst population health outcomes among wealthy peer nations despite world-class clinical care, suggesting that the 3% Z-code documentation rate represents billions in foregone health gains.
 
+
+### Additional Evidence (challenge)
+*Source: [[2025-04-07-tufts-health-affairs-medically-tailored-meals-50-states]] | Added: 2026-03-18*
+
+The JAMA Internal Medicine 2024 RCT testing intensive food-as-medicine intervention (10 meals/week + education + coaching for 1 year) found NO significant difference in HbA1c, hospitalization, ED use, or total claims between treatment and control groups. This challenges the assumption that SDOH interventions produce strong ROI—the RCT evidence shows null clinical outcomes despite addressing food insecurity directly.
+
 ---
 
 Relevant Notes:

domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md

@@ -45,6 +45,12 @@ The claim that budget scoring "systematically" undervalues prevention requires e
 
 The CBO vs. ASPE divergence on Medicare GLP-1 coverage provides concrete evidence: CBO projects $35B in additional spending (2026-2034) using budget scoring methodology, while ASPE projects net savings of $715M over 10 years using clinical economics methodology that includes downstream event avoidance. The $35.7B gap between these estimates demonstrates how budget scoring rules structurally disadvantage preventive interventions. CBO uses conservative uptake assumptions and doesn't fully count avoided hospitalizations and disease progression within the 10-year window, while ASPE includes 38,950 CV events avoided and 6,180 deaths avoided. Both are technically correct but answer different questions—budget impact vs. clinical economics.
 
+
+### Additional Evidence (challenge)
+*Source: [[2025-01-01-gimm-hoffman-chw-rct-scoping-review]] | Added: 2026-03-18*
+
+IMPaCT's $2.47 Medicaid ROI within the same fiscal year demonstrates that at least one category of preventive intervention (CHW programs) generates returns fast enough to be captured within annual budget cycles, not just 10-year windows. This suggests the scoring methodology problem may be less severe for interventions with rapid return profiles.
+
 ---
 
 Relevant Notes:

domains/health/medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md

@@ -47,6 +47,12 @@ The NHS paradox—ranking 3rd overall while having catastrophic specialty access
 
 WHO's three-pillar framework for GLP-1 obesity treatment explicitly positions medication as one component within a comprehensive approach requiring healthy diets, physical activity, professional support, and population-level policies. WHO states obesity is a 'societal challenge requiring multisectoral action — not just individual medical treatment.' This institutional positioning from the global health authority confirms that pharmaceutical intervention alone cannot address health outcomes driven by behavioral and social factors.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-04-07-tufts-health-affairs-medically-tailored-meals-50-states]] | Added: 2026-03-18*
+
+While social determinants predict health outcomes in observational studies, RCT evidence from food-as-medicine interventions shows that directly addressing social determinants (food insecurity) does not automatically improve clinical outcomes. The AHA 2025 systematic review of 14 US RCTs found Food Is Medicine programs improve diet quality and food security but "impact on clinical outcomes was inconsistent and often failed to reach statistical significance." This suggests the causal pathway from social determinants to health is more complex than simple resource provision.
+
 ---
 
 Relevant Notes:

inbox/archive/.extraction-debug/2025-01-01-gimm-hoffman-chw-rct-scoping-review.json

@@ -0,0 +1,35 @@
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+      ]
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+      "community-health-workers-are-the-most-rct-validated-non-clinical-health-intervention-with-consistent-positive-outcomes-across-39-us-trials.md:stripped_wiki_link:medical-care-explains-only-10-20-percent-of-health-outcomes-",
+      "community-health-workers-are-the-most-rct-validated-non-clinical-health-intervention-with-consistent-positive-outcomes-across-39-us-trials.md:stripped_wiki_link:SDOH-interventions-show-strong-ROI-but-adoption-stalls-becau",
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+    ],
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+      "chw-programs-generate-medicaid-roi-within-single-fiscal-year-enabling-adoption-under-annual-budget-constraints.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json

@@ -0,0 +1,27 @@
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+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:collective-intelligence-requires-diversity-as-a-structural-p",
+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:centaur-team-performance-depends-on-role-complementarity-not",
+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:human-ideas-naturally-converge-toward-similarity-over-social"
+    ],
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+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:missing_attribution_extractor"
+    ]
+  },
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+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-04-07-tufts-health-affairs-medically-tailored-meals-50-states.json

@@ -0,0 +1,26 @@
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+    ],
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+    ]
+  },
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+}

inbox/archive/2025-01-01-gimm-hoffman-chw-rct-scoping-review.md

@@ -7,10 +7,14 @@ date: 2025-01-01
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 tags: [community-health-workers, RCT, evidence-review, SDOH, behavioral-health-infrastructure]
+processed_by: vida
+processed_date: 2026-03-18
+enrichments_applied: ["federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -43,3 +47,14 @@ Complementary evidence from IMPaCT (Penn Medicine):
 ## Curator Notes
 PRIMARY CONNECTION: SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action
 WHY ARCHIVED: Fills the most critical gap in Vida's KB — the evidence for what actually works to change non-clinical health determinants at scale. The 39 RCTs + IMPaCT ROI data provide the strongest evidence base for Belief 2's operational implications.
+
+
+## Key Facts
+- 39 RCTs on CHW interventions in US settings identified between 2000-2023
+- 13 of 39 RCTs examined specific health outcomes
+- 100% of outcome-focused RCTs showed positive results
+- IMPaCT reduced hospital days by 65%
+- IMPaCT doubled patient satisfaction with primary care
+- IMPaCT generated $1.4M annual Medicaid savings after 12 months
+- Most rigorous CHW trials occurred in health care systems and safety-net providers/CHCs
+- Limited CHW research exists in public health agencies or insurance organizations

inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md

@@ -7,10 +7,14 @@ date: 2025-02-01
 domain: ai-alignment
 secondary_domains: [collective-intelligence, cultural-dynamics]
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [collective-creativity, human-ai-networks, diversity, homogenization, inverted-u, temporal-dynamics]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
 ---
 
 ## Content
@@ -42,3 +46,14 @@ Experimental study: 879 human participants + 996 API calls to GPT-4o. Three cond
 ## Curator Notes
 PRIMARY CONNECTION: collective intelligence requires diversity as a structural precondition not a moral preference
 WHY ARCHIVED: Provides empirical evidence for the temporal dynamics of AI integration — initial AI superiority degrades while hybrid systems improve. The 50-50 finding is the closest empirical data we have on "optimal integration level."
+
+
+## Key Facts
+- Study used 879 human participants and 996 GPT-4o API calls
+- Networks organized in 5×5 grids over 25 iterations
+- 100-person validation group rated creativity blind to source
+- AI-only networks started at M = 3.571 creativity rating
+- AI-only networks declined at M = -0.034 per iteration (SD = 0.17)
+- Hybrid networks increased at M = 0.098 per iteration (SD = 0.039)
+- GPT-4o exhibited thematic convergence toward space-related narratives ('universe,' 'cosmic')
+- Humans anchored narratives to original elements like character names ('John') and objects ('keys')

inbox/archive/2025-04-07-tufts-health-affairs-medically-tailored-meals-50-states.md

@@ -7,10 +7,14 @@ date: 2025-04-07
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 tags: [food-as-medicine, medically-tailored-meals, cost-effectiveness, SDOH, behavioral-health-infrastructure]
+processed_by: vida
+processed_date: 2026-03-18
+enrichments_applied: ["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", "medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -58,3 +62,12 @@ Geisinger Fresh Food Farmacy (pilot, n=37):
 ## Curator Notes
 PRIMARY CONNECTION: SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action
 WHY ARCHIVED: The simulation-vs-RCT tension is the most important finding of this session. It challenges the assumption that addressing social determinants automatically improves health — the causal pathway may be more complex than "fix the determinant, fix the outcome."
+
+
+## Key Facts
+- Tufts simulation model projects 10.8M hospitalizations prevented and $111.1B net savings over 5 years from MTM intervention
+- Eligible MTM population: 14+ million Americans with average $30,900 annual healthcare expenditure
+- Mean MTM program expense: $11.15 per meal (Food is Medicine Coalition 2024 survey)
+- JAMA 2024 RCT: intensive food intervention showed HbA1c difference of -0.10 (95% CI -0.46 to 0.25, P=.57) vs control
+- Geisinger pilot (n=37): HbA1c dropped from 9.6 to 7.5, healthcare costs dropped 80%
+- AHA 2025 review covered 14 US RCTs, found inconsistent clinical outcomes despite improved diet quality