extract: 2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct #1198
4 changed files with 96 additions and 2 deletions
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{
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"rejected_claims": [
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{
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"filename": "human-ai-teams-underperform-best-individual-performer-on-average.md",
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"issues": [
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"missing_attribution_extractor"
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]
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"filename": "decision-tasks-versus-content-creation-determines-human-ai-combination-value.md",
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"issues": [
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"missing_attribution_extractor"
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]
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}
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],
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"validation_stats": {
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"total": 2,
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"kept": 0,
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"fixed": 5,
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"rejected": 2,
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"fixes_applied": [
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"human-ai-teams-underperform-best-individual-performer-on-average.md:set_created:2026-03-18",
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"human-ai-teams-underperform-best-individual-performer-on-average.md:stripped_wiki_link:centaur-teams-succeed-only-when-role-boundaries-prevent-huma",
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"human-ai-teams-underperform-best-individual-performer-on-average.md:stripped_wiki_link:economic-forces-push-humans-out-of-every-cognitive-loop-wher",
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"decision-tasks-versus-content-creation-determines-human-ai-combination-value.md:set_created:2026-03-18",
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"decision-tasks-versus-content-creation-determines-human-ai-combination-value.md:stripped_wiki_link:economic-forces-push-humans-out-of-every-cognitive-loop-wher"
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],
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"rejections": [
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"human-ai-teams-underperform-best-individual-performer-on-average.md:missing_attribution_extractor",
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"decision-tasks-versus-content-creation-determines-human-ai-combination-value.md:missing_attribution_extractor"
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]
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},
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"model": "anthropic/claude-sonnet-4.5",
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"date": "2026-03-18"
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}
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{
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"rejected_claims": [
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{
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"filename": "ehr-default-effects-are-highest-leverage-behavioral-health-intervention-because-they-scale-at-near-zero-marginal-cost-and-reduce-disparities.md",
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"issues": [
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"missing_attribution_extractor"
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{
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"filename": "healthcare-appointments-function-as-effective-commitment-devices-doubling-testing-rates-among-patients-with-self-control-problems.md",
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"issues": [
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"missing_attribution_extractor"
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"validation_stats": {
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"fixes_applied": [
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"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",
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"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",
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"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 ",
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"healthcare-appointments-function-as-effective-commitment-devices-doubling-testing-rates-among-patients-with-self-control-problems.md:set_created:2026-03-18"
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],
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"rejections": [
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"ehr-default-effects-are-highest-leverage-behavioral-health-intervention-because-they-scale-at-near-zero-marginal-cost-and-reduce-disparities.md:missing_attribution_extractor",
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"healthcare-appointments-function-as-effective-commitment-devices-doubling-testing-rates-among-patients-with-self-control-problems.md:missing_attribution_extractor"
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]
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},
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"model": "anthropic/claude-sonnet-4.5",
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"date": "2026-03-18"
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}
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@ -7,10 +7,14 @@ date: 2024-12-01
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domain: ai-alignment
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secondary_domains: [collective-intelligence]
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format: paper
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status: unprocessed
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status: null-result
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priority: high
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triage_tag: claim
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tags: [human-ai-teams, meta-analysis, decision-making, content-creation, oversight, performance]
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processed_by: theseus
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processed_date: 2026-03-18
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
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---
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## Content
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@ -40,3 +44,12 @@ Systematic review and meta-analysis of 106 experimental studies reporting 370 ef
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## Curator Notes
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PRIMARY CONNECTION: centaur team performance depends on role complementarity not mere human-AI combination
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WHY ARCHIVED: This is the strongest empirical evidence (370 effect sizes, Nature HB) that human-AI combination is NOT automatically beneficial — it depends on relative capability and task type. Directly relevant to the automation overshoot question.
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## Key Facts
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- Meta-analysis covered 106 experimental studies published between January 2020 and June 2023
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- 370 effect sizes were analyzed across the studies
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- Overall effect size: Hedges' g = -0.23 (95% CI: -0.39 to -0.07)
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- Published in Nature Human Behaviour, December 2024
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- Task types showing losses: deepfake classification, demand forecasting, medical diagnosis
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- Task types showing gains: summarizing social media, chatbot responses, generating new content
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@ -7,11 +7,15 @@ date: 2025-01-01
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domain: health
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secondary_domains: []
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format: report
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status: unprocessed
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status: null-result
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priority: medium
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triage_tag: claim
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tags: [behavioral-economics, nudges, default-effects, medication-adherence, health-disparities, EHR]
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flagged_for_rio: ["Behavioral economics mechanisms (commitment devices, default effects) are directly relevant to mechanism design in health contexts"]
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processed_by: vida
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processed_date: 2026-03-18
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
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---
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## Content
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@ -58,3 +62,11 @@ Additional context:
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## Curator Notes
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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
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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.
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## Key Facts
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- CHIBE had $49M in total grant activity in FY2025
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- Penn Medicine Healthy Heart trial enrolled 2,000 patients in West/Southwest Philadelphia and Lancaster County (2024-2025)
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- Opioid prescribing guidelines adherence increased from 57.2% to 71.8% with peer comparison + patient-reported outcomes feedback
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- Game-based physical activity intervention increased step counts by 1,700 steps/day (equivalent to 70+ miles over intervention period)
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- Penn Medicine is now funding scaled implementation of automated pharmacy referral program that increased statin prescribing
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