extract: 2026-01-01-frontiers-social-prescribing-health-economics-systematic-review

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>

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

@@ -29,6 +29,12 @@ The Commonwealth Fund's 2024 international comparison provides quantified eviden
 
 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.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-09-01-lancet-public-health-social-prescribing-england-national-rollout]] | Added: 2026-03-18*
+
+England's social prescribing provides international counterpoint: 1.3M annual referrals with 3,300 link workers represents the operational infrastructure that US SDOH interventions lack. However, UK achieved scale without evidence quality - 15 of 17 economic studies were uncontrolled, 38% attrition, SROI ratios of £1.17-£7.08 but ROI only 0.11-0.43. This suggests infrastructure alone is insufficient without measurement systems.
+
 ---
 
 Relevant Notes:

domains/health/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

@@ -29,6 +29,12 @@ Japan's LTCI system addresses the care infrastructure gap that the US relies on
 
 Caregivers themselves become socially isolated as a direct consequence of caregiving responsibilities. With 63 million Americans providing an average 18 hours/week of unpaid care, and more than 13 million struggling to care for their own health, the caregiving role creates a structural pathway to social isolation. This compounds the $7B Medicare cost: not only are isolated elderly people costly, but the caregiving system creates new isolated individuals from the working-age population.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-09-01-lancet-public-health-social-prescribing-england-national-rollout]] | Added: 2026-03-18*
+
+England's social prescribing explicitly targets social isolation through link workers connecting patients to community resources. 60% of patients were female, 23% ethnic minorities, with deprived area representation increasing from 23% to 42% (2017-2023). Service refusal declined from 22% to 12%, suggesting acceptability. However, researchers note rollout 'has NOT been sufficiently targeted at areas with highest need' despite equity gains.
+
 ---
 
 Relevant Notes:

inbox/archive/.extraction-debug/2025-09-01-lancet-public-health-social-prescribing-england-national-rollout.json

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+    ],
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+    ]
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inbox/archive/.extraction-debug/2026-01-01-ai-deskilling-evidence-synthesis.json

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inbox/archive/.extraction-debug/2026-01-01-frontiers-social-prescribing-health-economics-systematic-review.json

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inbox/archive/2025-09-01-lancet-public-health-social-prescribing-england-national-rollout.md

@@ -7,10 +7,14 @@ date: 2025-09-01
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 tags: [social-prescribing, UK, NHS, link-workers, non-clinical-interventions, international-health-systems, SDOH]
+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", "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"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -53,3 +57,20 @@ Economic evidence (Frontiers 2026 systematic review, 18 studies):
 ## Curator Notes
 PRIMARY CONNECTION: medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm
 WHY ARCHIVED: First international health system evidence for Vida's KB (addresses Frontier Gap 2). The scale-vs-evidence tension challenges the assumption that non-clinical interventions just need more funding — they may also need better measurement.
+
+
+## Key Facts
+- England social prescribing: 9.4 million GP consultations involved social prescribing codes (2019-2023)
+- 5.5 million consultations led to social prescribing referrals
+- 1.3 million patients referred in 2023 alone
+- Over 3,300 link workers employed across England
+- Service refusal declined from 22% to 12% (2019-2023)
+- 60% of patients offered social prescribing were female
+- 23% from ethnic minority groups
+- Deprived area representation increased from 23% to 42% (2017-2023)
+- Economic studies show SROI ratios: £1.17 to £7.08 per £1 invested
+- ROI estimates: only 0.11 to 0.43 per £1 invested
+- 15 of 17 studies were uncontrolled before-and-after designs
+- Mean attrition rate: 38%
+- 28% average reduction in GP service demand post-referral (range: 2-70%)
+- 24% average reduction in A&E attendance (range: 8-27%)

inbox/archive/2026-01-01-ai-deskilling-evidence-synthesis.md

@@ -7,11 +7,15 @@ date: 2026-01-01
 domain: ai-alignment
 secondary_domains: [health, collective-intelligence]
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [deskilling, skill-atrophy, automation-complacency, self-reinforcing-loop, cognitive-offloading, expertise-erosion]
 flagged_for_vida: ["Endoscopists deskilled by AI — detection rate dropped from 28.4% to 22.4% when AI removed"]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -65,3 +69,10 @@ Reduced human capability → increased AI dependence → further reduced capabil
 ## Curator Notes
 PRIMARY CONNECTION: delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on
 WHY ARCHIVED: Provides the MECHANISM for how civilizational fragility develops — not just through infrastructure delegation but through measurable skill atrophy that makes humans unable to resume control. The feedback loop structure means the process is self-accelerating.
+
+
+## Key Facts
+- Endoscopists using AI for colonoscopy assistance showed detection rate drop from 28.4% to 22.4% when AI access was removed (Lancet Gastroenterology & Hepatology, 2025)
+- Springer AI & Society 2025 identified four deskilling dimensions: individual skill atrophy, structural erosion of expertise development systems, systemic organizational vulnerability, and fundamental redefinition of cognitive requirements
+- Illinois Law School faculty found law students using chatbots more prone to critical errors with potential widespread deskilling among younger attorneys
+- Design research (arxiv 2503.03924) identified three 'ironies of AI-assisted design': deskilling, cognitive offloading, and misplaced responsibilities

inbox/archive/2026-01-01-frontiers-social-prescribing-health-economics-systematic-review.md

@@ -7,10 +7,14 @@ date: 2026-01-01
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: null-result
 priority: medium
 triage_tag: claim
 tags: [social-prescribing, health-economics, cost-effectiveness, evidence-quality, international-health-systems]
+processed_by: vida
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
 ---
 
 ## Content
@@ -51,3 +55,15 @@ Complementary evidence on healthcare utilization (from separate reviews):
 ## Curator Notes
 PRIMARY CONNECTION: 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
 WHY ARCHIVED: Provides the economic evidence (or lack thereof) for social prescribing, the most scaled non-clinical health intervention globally. The SROI/financial ROI divergence is a key finding for understanding which behavioral health interventions can scale under healthcare payment models.
+
+
+## Key Facts
+- Social prescribing systematic review included 18 studies: 5 RCTs, 1 quasi-experimental, 12 mixed-methods
+- Geographic coverage: England, Wales, Ireland, Europe, Australia, New Zealand, Canada, USA
+- Intervention types: exercise/loneliness prevention (n=10), coaching (n=3), nature-based (n=3), dance/movement (n=2)
+- SROI ratios ranged from £1.17 to £7.08 per £1 invested
+- Financial ROI ranged from 0.11 to 0.43 per £1 invested
+- 28% average reduction in GP demand (range: 2-70%)
+- 24% average reduction in A&E attendance (range: 8-27%)
+- 15 of 17 utilization studies were uncontrolled before-and-after designs
+- Mean attrition rate across studies: 38%