diff --git a/inbox/archive/.extraction-debug/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.json b/inbox/archive/.extraction-debug/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.json new file mode 100644 index 00000000..6c0059b2 --- /dev/null +++ b/inbox/archive/.extraction-debug/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.json @@ -0,0 +1,34 @@ +{ + "rejected_claims": [ + { + "filename": "ehr-default-effects-are-highest-leverage-behavioral-health-intervention-because-they-scale-at-near-zero-marginal-cost-and-reduce-disparities.md", + "issues": [ + "missing_attribution_extractor" + ] + }, + { + "filename": "healthcare-appointments-function-as-effective-commitment-devices-doubling-testing-rates-among-patients-with-self-control-problems.md", + "issues": [ + "missing_attribution_extractor" + ] + } + ], + "validation_stats": { + "total": 2, + "kept": 0, + "fixed": 4, + "rejected": 2, + "fixes_applied": [ + "ehr-default-effects-are-highest-leverage-behavioral-health-intervention-because-they-scale-at-near-zero-marginal-cost-and-reduce-disparities.md:set_created:2026-03-18", + "ehr-default-effects-are-highest-leverage-behavioral-health-intervention-because-they-scale-at-near-zero-marginal-cost-and-reduce-disparities.md:stripped_wiki_link:SDOH interventions show strong ROI but adoption stalls becau", + "ehr-default-effects-are-highest-leverage-behavioral-health-intervention-because-they-scale-at-near-zero-marginal-cost-and-reduce-disparities.md:stripped_wiki_link:medical care explains only 10 20 percent of health outcomes ", + "healthcare-appointments-function-as-effective-commitment-devices-doubling-testing-rates-among-patients-with-self-control-problems.md:set_created:2026-03-18" + ], + "rejections": [ + "ehr-default-effects-are-highest-leverage-behavioral-health-intervention-because-they-scale-at-near-zero-marginal-cost-and-reduce-disparities.md:missing_attribution_extractor", + "healthcare-appointments-function-as-effective-commitment-devices-doubling-testing-rates-among-patients-with-self-control-problems.md:missing_attribution_extractor" + ] + }, + "model": "anthropic/claude-sonnet-4.5", + "date": "2026-03-18" +} \ No newline at end of file diff --git a/inbox/archive/.extraction-debug/2025-01-01-forrester-verification-tax-hallucination-costs.json b/inbox/archive/.extraction-debug/2025-01-01-forrester-verification-tax-hallucination-costs.json new file mode 100644 index 00000000..6cb4727d --- /dev/null +++ b/inbox/archive/.extraction-debug/2025-01-01-forrester-verification-tax-hallucination-costs.json @@ -0,0 +1,36 @@ +{ + "rejected_claims": [ + { + "filename": "verification-tax-erodes-automation-gains-creating-productivity-paradox.md", + "issues": [ + "missing_attribution_extractor" + ] + }, + { + "filename": "perception-gap-prevents-verification-cost-correction.md", + "issues": [ + "missing_attribution_extractor" + ] + } + ], + "validation_stats": { + "total": 2, + "kept": 0, + "fixed": 6, + "rejected": 2, + "fixes_applied": [ + "verification-tax-erodes-automation-gains-creating-productivity-paradox.md:set_created:2026-03-18", + "verification-tax-erodes-automation-gains-creating-productivity-paradox.md:stripped_wiki_link:scalable-oversight-degrades-rapidly-as-capability-gaps-grow", + "verification-tax-erodes-automation-gains-creating-productivity-paradox.md:stripped_wiki_link:human-verification-bandwidth-is-the-binding-constraint-on-AG", + "verification-tax-erodes-automation-gains-creating-productivity-paradox.md:stripped_wiki_link:economic-forces-push-humans-out-of-every-cognitive-loop-wher", + "perception-gap-prevents-verification-cost-correction.md:set_created:2026-03-18", + "perception-gap-prevents-verification-cost-correction.md:stripped_wiki_link:AI-displacement-hits-young-workers-first-because-incumbents-" + ], + "rejections": [ + "verification-tax-erodes-automation-gains-creating-productivity-paradox.md:missing_attribution_extractor", + "perception-gap-prevents-verification-cost-correction.md:missing_attribution_extractor" + ] + }, + "model": "anthropic/claude-sonnet-4.5", + "date": "2026-03-18" +} \ No newline at end of file diff --git a/inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json b/inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json new file mode 100644 index 00000000..08cc9c3a --- /dev/null +++ b/inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json @@ -0,0 +1,27 @@ +{ + "rejected_claims": [ + { + "filename": "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md", + "issues": [ + "missing_attribution_extractor" + ] + } + ], + "validation_stats": { + "total": 1, + "kept": 0, + "fixed": 4, + "rejected": 1, + "fixes_applied": [ + "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:set_created:2026-03-18", + "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" + ], + "rejections": [ + "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:missing_attribution_extractor" + ] + }, + "model": "anthropic/claude-sonnet-4.5", + "date": "2026-03-18" +} \ No newline at end of file diff --git a/inbox/archive/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.md b/inbox/archive/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.md index f9c67c61..6ca43bb2 100644 --- a/inbox/archive/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.md +++ b/inbox/archive/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.md @@ -7,11 +7,15 @@ date: 2025-01-01 domain: health secondary_domains: [] format: report -status: unprocessed +status: null-result priority: medium triage_tag: claim tags: [behavioral-economics, nudges, default-effects, medication-adherence, health-disparities, EHR] flagged_for_rio: ["Behavioral economics mechanisms (commitment devices, default effects) are directly relevant to mechanism design in health contexts"] +processed_by: vida +processed_date: 2026-03-18 +extraction_model: "anthropic/claude-sonnet-4.5" +extraction_notes: "LLM returned 2 claims, 2 rejected by validator" --- ## Content @@ -58,3 +62,11 @@ Additional context: ## Curator Notes PRIMARY CONNECTION: healthcare is a complex adaptive system requiring simple enabling rules not complicated management because standardized processes erode the clinical autonomy needed for value creation WHY ARCHIVED: Default effects are the "simple enabling rules" the complex adaptive system claim describes. The CHIBE evidence makes this concrete: change the EHR default → change prescribing behavior → reduce disparities. This is the behavioral economics bridge between the KB's structural claims and operational interventions. + + +## Key Facts +- CHIBE had $49M in total grant activity in FY2025 +- Penn Medicine Healthy Heart trial enrolled 2,000 patients in West/Southwest Philadelphia and Lancaster County (2024-2025) +- Opioid prescribing guidelines adherence increased from 57.2% to 71.8% with peer comparison + patient-reported outcomes feedback +- Game-based physical activity intervention increased step counts by 1,700 steps/day (equivalent to 70+ miles over intervention period) +- Penn Medicine is now funding scaled implementation of automated pharmacy referral program that increased statin prescribing diff --git a/inbox/archive/2025-01-01-forrester-verification-tax-hallucination-costs.md b/inbox/archive/2025-01-01-forrester-verification-tax-hallucination-costs.md index 796d2886..ea075b60 100644 --- a/inbox/archive/2025-01-01-forrester-verification-tax-hallucination-costs.md +++ b/inbox/archive/2025-01-01-forrester-verification-tax-hallucination-costs.md @@ -7,11 +7,15 @@ date: 2025-01-01 domain: ai-alignment secondary_domains: [internet-finance] format: essay -status: unprocessed +status: null-result priority: high triage_tag: claim tags: [verification-tax, hallucination-costs, productivity-paradox, human-oversight, economic-incentives] flagged_for_rio: ["$67.4B in global hallucination losses — economic data on AI reliability costs"] +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 @@ -50,3 +54,15 @@ Synthesis of multiple data points on the economic cost of verifying AI outputs: ## Curator Notes PRIMARY CONNECTION: scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps WHY ARCHIVED: Provides ECONOMIC data on oversight costs that complement the theoretical oversight degradation claim. The verification tax concept bridges the technical finding (oversight degrades) to economic consequences (verification costs compound). + + +## Key Facts +- Forrester Research (2025): $14,200/employee/year in hallucination mitigation costs +- Microsoft (2025): 4.3 hours/week average verification time for knowledge workers +- Forbes (2024): 77% of employees report AI increased workloads and hampered productivity +- $67.4 billion in global losses from AI hallucinations in 2024 +- Hallucination detection tools market grew 318% between 2023-2025 +- 76% of enterprises run human-in-the-loop processes to catch hallucinations +- 47% of enterprise AI users made major decisions based on potentially inaccurate AI content +- Forrester estimates 22% decrease in productivity due to manual verification overhead +- 95% of organizations see no measurable returns on AI investments (MIT Media Lab) diff --git a/inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md b/inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md index 024193e0..22f4b23c 100644 --- a/inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md +++ b/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')