domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md

@@ -51,6 +51,12 @@ Sora standalone app achieved 12 million downloads but retention below 8% at day
 
 EU AI Act Article 50 (effective August 2026) creates a creative content exemption that means entertainment's authenticity premium will be market-driven rather than regulation-driven. While AI-generated news/marketing must be labeled, 'evidently artistic, creative, satirical, or fictional' content requires only minimal disclosure. This regulatory asymmetry confirms that consumer preference, not regulatory mandate, remains the binding constraint for AI adoption in entertainment.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-06-18-arxiv-fanfiction-age-of-ai]] | Added: 2026-03-18*
+
+Academic survey of fanfiction communities shows 66% would decrease interest in reading AI-generated stories, 43% actively oppose AI integration, and 72% report negative reaction to discovering undisclosed AI usage. 84.7% believe AI cannot replicate emotional nuances. These are overwhelming rejection rates that persist despite AI quality improvements.
+
 ---
 
 Relevant Notes:

domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md

@@ -37,6 +37,12 @@ This advantage compounds with the scarcity economics documented in the media att
 - **Human-made premium unquantified**: The underlying premium itself is still emerging and not yet measured
 - **Selection bias risk**: Communities may form preferentially around human-created content for reasons other than provenance (quality, cultural resonance), confounding causality
 
+
+### Additional Evidence (extend)
+*Source: [[2025-06-18-arxiv-fanfiction-age-of-ai]] | Added: 2026-03-18*
+
+Fanfiction communities demonstrate that provenance verification is not just about authenticity but about community participation: members evaluate through 'evidence of author engagement with source material' and value the craft-development journey. 68.6% expressed ethical concerns about unauthorized scraping of fan works for AI training, viewing it as appropriation of unpaid creative labor within gift-economy communities. This extends the provenance advantage: community-owned IP has both inherent provenance AND community investment in protecting that provenance.
+
 ---
 
 Relevant Notes:

domains/entertainment/consumer definition of quality is fluid and revealed through preference not fixed by production value.md

@@ -31,6 +31,12 @@ The 2026 emergence of 'human-made' as a premium market label provides concrete e
 
 The 2026 benchmark shows AI video quality (hand anatomy, lip-sync) has crossed the threshold where technical tells are no longer visible, yet consumer adoption remains low (Sora <8% D30 retention). This suggests that once quality becomes indistinguishable, the preference signal shifts to factors other than production value — likely authenticity, provenance, or use case fit rather than visual fidelity.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-06-18-arxiv-fanfiction-age-of-ai]] | Added: 2026-03-18*
+
+Fanfiction communities reveal that quality is not just fluid but RELATIONAL: embedded in community values and social context. Members evaluate through emotional depth, character consistency, and evidence of author engagement—criteria that are inherently social. A technically competent AI story may be deemed 'low quality' if it lacks authentic voice. This means quality definitions can be structurally incompatible with AI-generated content regardless of technical capability.
+
 ---
 
 Relevant Notes:

domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md

@@ -35,6 +35,12 @@ The data is specific to creator content and may not generalize to all entertainm
 
 Deloitte 2024 Connected Consumer Survey found nearly 70% of respondents are concerned AI-generated content will be used to deceive them. Approximately half of consumers now believe they can recognize AI-written content, with many disengaging when brands appear to rely heavily on it in emotionally meaningful contexts.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-06-18-arxiv-fanfiction-age-of-ai]] | Added: 2026-03-18*
+
+Fanfiction community data shows rejection is VALUES-based not quality-based: 92% agree 'fanfiction is a space for human creativity' and 86% insist on AI disclosure. 58% feel 'deceived' by undisclosed AI usage. The authenticity signal (human authorship) is the primary quality criterion, making technical improvements irrelevant to acceptance.
+
 ---
 
 Relevant Notes:

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/2025-06-18-arxiv-fanfiction-age-of-ai.json

@@ -0,0 +1,33 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "quality-assessment-in-community-fiction-is-relational-not-absolute-creating-structural-advantage-for-human-content.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "creator-stakeholding-intensifies-ai-resistance-because-craft-development-journey-is-the-value-not-output-efficiency.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 3,
+    "rejected": 2,
+    "fixes_applied": [
+      "quality-assessment-in-community-fiction-is-relational-not-absolute-creating-structural-advantage-for-human-content.md:set_created:2026-03-18",
+      "creator-stakeholding-intensifies-ai-resistance-because-craft-development-journey-is-the-value-not-output-efficiency.md:set_created:2026-03-18",
+      "creator-stakeholding-intensifies-ai-resistance-because-craft-development-journey-is-the-value-not-output-efficiency.md:stripped_wiki_link:the-fanchise-engagement-ladder-from-content-to-co-ownership-"
+    ],
+    "rejections": [
+      "quality-assessment-in-community-fiction-is-relational-not-absolute-creating-structural-advantage-for-human-content.md:missing_attribution_extractor",
+      "creator-stakeholding-intensifies-ai-resistance-because-craft-development-journey-is-the-value-not-output-efficiency.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-07-10-metr-ai-developer-productivity-rct.json

@@ -0,0 +1,37 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "experienced-developers-slower-with-ai-tools-while-believing-faster-revealing-systematic-perception-gap.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "practitioner-self-reports-systematically-overestimate-ai-productivity-creating-adoption-signal-distortion.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 7,
+    "rejected": 2,
+    "fixes_applied": [
+      "experienced-developers-slower-with-ai-tools-while-believing-faster-revealing-systematic-perception-gap.md:set_created:2026-03-18",
+      "experienced-developers-slower-with-ai-tools-while-believing-faster-revealing-systematic-perception-gap.md:stripped_wiki_link:deep-technical-expertise-is-a-greater-force-multiplier-when-",
+      "experienced-developers-slower-with-ai-tools-while-believing-faster-revealing-systematic-perception-gap.md:stripped_wiki_link:agent-generated-code-creates-cognitive-debt",
+      "experienced-developers-slower-with-ai-tools-while-believing-faster-revealing-systematic-perception-gap.md:stripped_wiki_link:AI-capability-and-reliability-are-independent-dimensions",
+      "practitioner-self-reports-systematically-overestimate-ai-productivity-creating-adoption-signal-distortion.md:set_created:2026-03-18",
+      "practitioner-self-reports-systematically-overestimate-ai-productivity-creating-adoption-signal-distortion.md:stripped_wiki_link:AI-optimization-of-industry-subsystems-induces-demand-for-mo",
+      "practitioner-self-reports-systematically-overestimate-ai-productivity-creating-adoption-signal-distortion.md:stripped_wiki_link:economic-forces-push-humans-out-of-every-cognitive-loop-wher"
+    ],
+    "rejections": [
+      "experienced-developers-slower-with-ai-tools-while-believing-faster-revealing-systematic-perception-gap.md:missing_attribution_extractor",
+      "practitioner-self-reports-systematically-overestimate-ai-productivity-creating-adoption-signal-distortion.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

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

@@ -0,0 +1,24 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "england-social-prescribing-scaled-to-1-3m-referrals-without-controlled-evidence-creating-inverse-failure-mode-to-proven-but-unscaled-interventions.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 1,
+    "rejected": 1,
+    "fixes_applied": [
+      "england-social-prescribing-scaled-to-1-3m-referrals-without-controlled-evidence-creating-inverse-failure-mode-to-proven-but-unscaled-interventions.md:set_created:2026-03-18"
+    ],
+    "rejections": [
+      "england-social-prescribing-scaled-to-1-3m-referrals-without-controlled-evidence-creating-inverse-failure-mode-to-proven-but-unscaled-interventions.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-10-17-cutprice-guignol-scp-foundation-collaborative-horror.json

@@ -0,0 +1,35 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "protocol-based-quality-filtering-enables-coherent-collaborative-worldbuilding-at-scale-without-centralized-editorial-authority.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "found-fiction-grounding-in-reality-makes-collaborative-horror-feel-distinctly-real-by-mimicking-archival-discovery-patterns.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 5,
+    "rejected": 2,
+    "fixes_applied": [
+      "protocol-based-quality-filtering-enables-coherent-collaborative-worldbuilding-at-scale-without-centralized-editorial-authority.md:set_created:2026-03-18",
+      "protocol-based-quality-filtering-enables-coherent-collaborative-worldbuilding-at-scale-without-centralized-editorial-authority.md:stripped_wiki_link:fanchise-management-is-a-stack-of-increasing-fan-engagement-",
+      "protocol-based-quality-filtering-enables-coherent-collaborative-worldbuilding-at-scale-without-centralized-editorial-authority.md:stripped_wiki_link:entertainment-IP-should-be-treated-as-a-multi-sided-platform",
+      "found-fiction-grounding-in-reality-makes-collaborative-horror-feel-distinctly-real-by-mimicking-archival-discovery-patterns.md:set_created:2026-03-18",
+      "found-fiction-grounding-in-reality-makes-collaborative-horror-feel-distinctly-real-by-mimicking-archival-discovery-patterns.md:stripped_wiki_link:worldbuilding-as-narrative-infrastructure-creates-communal-m"
+    ],
+    "rejections": [
+      "protocol-based-quality-filtering-enables-coherent-collaborative-worldbuilding-at-scale-without-centralized-editorial-authority.md:missing_attribution_extractor",
+      "found-fiction-grounding-in-reality-makes-collaborative-horror-feel-distinctly-real-by-mimicking-archival-discovery-patterns.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/2025-06-18-arxiv-fanfiction-age-of-ai.md

@@ -7,11 +7,15 @@ date: 2025-06-18
 domain: entertainment
 secondary_domains: [ai-alignment, cultural-dynamics]
 format: paper
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 flagged_for_theseus: ["Community norms around AI authorship parallel alignment concerns — communities independently developing governance for AI content"]
 tags: [fanfiction, ai-content, authenticity, community-governance, human-creativity, consumer-acceptance]
+processed_by: clay
+processed_date: 2026-03-18
+enrichments_applied: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md", "consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md", "community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md", "consumer definition of quality is fluid and revealed through preference not fixed by production value.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -65,3 +69,17 @@ Academic study on fanfiction communities' perspectives on AI-generated content.
 ## Curator Notes
 PRIMARY CONNECTION: [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]
 WHY ARCHIVED: Academic evidence with quantitative data that directly strengthens Session 1 epistemic rejection findings and extends them to community fiction contexts specifically. The "relational quality" concept is novel to the KB.
+
+
+## Key Facts
+- 84.7% of fanfiction community members believe AI cannot replicate emotional nuances of human-authored stories
+- 77.5% doubt AI can maintain narrative authenticity while offering innovation
+- 66% said knowing a story was AI-generated would decrease interest in reading it
+- 43% actively oppose AI integration (vs 26% cautiously accepting, 24% context-dependent)
+- 92% agree 'fanfiction is a space for human creativity'
+- 86% insist authors disclose AI involvement
+- 72% report negative reaction to discovering undisclosed AI usage; 58% feel 'deceived'
+- 83.6% of those opposing AI are themselves writers
+- 68.6% expressed ethical concerns about unauthorized scraping of fan works for AI training
+- 73.7% worried about platforms being 'inundated' with low-quality AI content
+- Older, experienced writers (10+ years) resist AI most strongly

inbox/archive/2025-07-10-metr-ai-developer-productivity-rct.md

@@ -7,10 +7,14 @@ date: 2025-07-10
 domain: ai-alignment
 secondary_domains: [collective-intelligence]
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [developer-productivity, rct, ai-tools, over-reliance, perception-gap, automation-overshoot]
+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
@@ -47,3 +51,15 @@ Randomized controlled trial: 16 experienced open-source developers, 246 tasks, m
 ## Curator Notes
 PRIMARY CONNECTION: deep technical expertise is a greater force multiplier when combined with AI agents
 WHY ARCHIVED: RCT evidence that challenges the expertise-multiplier claim for expert-on-familiar-codebase context. The 39-point perception gap is a novel finding that explains HOW automation overshoot occurs — practitioners' self-reports systematically mislead adoption decisions.
+
+
+## Key Facts
+- METR conducted RCT with 16 experienced open-source developers on 246 tasks
+- Codebases averaged 22k+ GitHub stars, 1M+ lines of code, 5+ years developer experience
+- Primary tool was Cursor Pro with Claude 3.5/3.7 Sonnet
+- Developers had ~50 hours of AI coding tool experience
+- Measured productivity: 19% slower with AI tools
+- Predicted productivity (before): 24% faster
+- Estimated productivity (after): 20% faster
+- AI suggestion acceptance rate: less than 44%
+- Study published 2025-07-10 by METR (@METR_Evals)

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/2025-10-17-cutprice-guignol-scp-foundation-collaborative-horror.md

@@ -7,10 +7,14 @@ date: 2025-10-17
 domain: entertainment
 secondary_domains: [cultural-dynamics, collective-intelligence]
 format: essay
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [scp-foundation, collaborative-fiction, quality-control, community-governance, narrative-coherence, worldbuilding]
+processed_by: clay
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -46,3 +50,13 @@ Analysis of the SCP Foundation as the largest collaborative writing project in h
 ## Curator Notes
 PRIMARY CONNECTION: community governance over IP production quality (Session 5 research theme)
 WHY ARCHIVED: SCP Foundation provides the longest-running, largest-scale case study of community-governed narrative production. Directly challenges or extends the four-tier governance spectrum from Session 5 by adding a "protocol + voting" model.
+
+
+## Key Facts
+- SCP Foundation has ~9,800 SCP objects as of 2025
+- SCP Foundation has 6,300+ Foundation Tales
+- SCP Foundation operates across 16 language branches
+- SCP Foundation has operated for 18 years (2007-2025)
+- American Journalism article in 2022 suggested SCP may be the largest collaborative writing project in history
+- SCP submissions below -10 community votes are deleted
+- SCP formalized rigorous editing process by 2009