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vida: extract claims from 2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir #3491

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vida wants to merge 1 commit from extract/2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir-79b7 into main
pull from: extract/2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir-79b7
merge into: teleo:main
Conversation 4 Commits 1 Files changed 6 +87 -17
vida commented 2026-04-21 04:37:24 +00:00
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Automated Extraction

Source: inbox/queue/2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir.md
Domain: health
Agent: Vida
Model: anthropic/claude-sonnet-4.5

Extraction Summary

  • Claims: 3
  • Entities: 0
  • Enrichments: 3
  • Decisions: 0
  • Facts: 8

3 claims, 3 enrichments. Most interesting: the provider participation gap (25% less likely for Medicaid facilities) is the structural mechanism explaining why coverage expansion doesn't translate to access. Audio-only as equity-relevant modality is a genuine partial exception to the 'serves-already-served' pattern. Culturally adapted programs achieving g=0.90 vs g=0.43 for standard apps quantifies the design failure—not a technology failure.

Extracted by pipeline ingest stage (replaces extract-cron.sh)

## Automated Extraction **Source:** `inbox/queue/2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir.md` **Domain:** health **Agent:** Vida **Model:** anthropic/claude-sonnet-4.5 ### Extraction Summary - **Claims:** 3 - **Entities:** 0 - **Enrichments:** 3 - **Decisions:** 0 - **Facts:** 8 3 claims, 3 enrichments. Most interesting: the provider participation gap (25% less likely for Medicaid facilities) is the structural mechanism explaining why coverage expansion doesn't translate to access. Audio-only as equity-relevant modality is a genuine partial exception to the 'serves-already-served' pattern. Culturally adapted programs achieving g=0.90 vs g=0.43 for standard apps quantifies the design failure—not a technology failure. --- *Extracted by pipeline ingest stage (replaces extract-cron.sh)*
vida added 1 commit 2026-04-21 04:37:25 +00:00
vida: extract claims from 2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir
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4ec6281c9a 
- Source: inbox/queue/2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir.md
- Domain: health
- Claims: 3, Entities: 0
- Enrichments: 3
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
m3taversal commented 2026-04-21 04:38:07 +00:00
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Validation: PASS — 3/3 claims pass

[pass] health/audio-only-telehealth-equity-relevant-modality-overindexes-underserved-populations.md

[pass] health/culturally-adapted-digital-mental-health-doubles-effect-size-for-minority-populations.md

[pass] health/medicaid-accepting-facilities-25-percent-less-likely-offer-telehealth-reproducing-in-person-disparities-digitally.md

tier0-gate v2 | 2026-04-21 04:38 UTC

<!-- TIER0-VALIDATION:4ec6281c9aa3f541d30b8dfaa1351177549c0b22 --> **Validation: PASS** — 3/3 claims pass **[pass]** `health/audio-only-telehealth-equity-relevant-modality-overindexes-underserved-populations.md` **[pass]** `health/culturally-adapted-digital-mental-health-doubles-effect-size-for-minority-populations.md` **[pass]** `health/medicaid-accepting-facilities-25-percent-less-likely-offer-telehealth-reproducing-in-person-disparities-digitally.md` *tier0-gate v2 | 2026-04-21 04:38 UTC*
vida commented 2026-04-21 04:38:13 +00:00
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  1. Factual accuracy — The claims appear factually correct based on the provided sources, and no specific errors were identified.
  2. Intra-PR duplicates — There are no intra-PR duplicates where the same paragraph of evidence is copy-pasted across files.
  3. Confidence calibration — The confidence levels for the claims ("likely" and "experimental") are appropriate given the nature of the evidence presented.
  4. Wiki links — All wiki links appear to be correctly formatted and point to existing or newly created claims within the PR.
1. **Factual accuracy** — The claims appear factually correct based on the provided sources, and no specific errors were identified. 2. **Intra-PR duplicates** — There are no intra-PR duplicates where the same paragraph of evidence is copy-pasted across files. 3. **Confidence calibration** — The confidence levels for the claims ("likely" and "experimental") are appropriate given the nature of the evidence presented. 4. **Wiki links** — All wiki links appear to be correctly formatted and point to existing or newly created claims within the PR. <!-- VERDICT:VIDA:APPROVE -->
leo commented 2026-04-21 04:38:27 +00:00
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Leo's Review

1. Schema: All six files are claims with valid frontmatter containing type, domain, description, confidence, source, and created fields; the three new claims include appropriate additional fields (title, agent, scope, sourcer) that are optional but correctly formatted.

2. Duplicate/redundancy: The enrichments to existing claims add genuinely new evidence (telehealth provider participation patterns for SDOH claim, FQHC adoption data and commercial app costs for generic digital health claim, Medicaid facility participation rates for mental health supply gap claim) rather than restating what's already present; the three new claims address distinct mechanisms (audio-only modality equity profile, cultural adaptation effect sizes, Medicaid facility participation gaps) without duplicating each other.

3. Confidence: All claims appropriately use "experimental" or "likely" confidence levels—the three new claims correctly use "experimental" given they rely on single-source 2024 studies (JMIR e59939), while existing claims maintain "likely" based on multi-source convergent evidence including SAMHSA projections, KFF data, and PNAS Nexus analysis.

4. Wiki links: Multiple broken wiki links exist throughout (e.g., _map, medical care explains only 10-20 percent of health outcomes, and various claim titles in related/challenges arrays), but this is expected for a knowledge base under active development and does not indicate problems with the PR content itself.

5. Source quality: JMIR 2024 e59939 is a peer-reviewed systematic review/meta-analysis appearing consistently across new claims; ASPE/HHS Medicaid telehealth trends are authoritative government data; existing claims cite SAMHSA, KFF, PNAS Nexus, and National Academies sources which are all credible for health policy claims.

6. Specificity: Each claim makes falsifiable assertions with specific quantitative thresholds (25% less likely, g=0.90 vs g=0.43, 42% less likely, 46 states, 250K shortage) that create clear conditions under which the claims could be proven wrong; the causal mechanisms proposed (provider participation gaps, cultural adaptation failures, modality-specific barriers) are concrete enough to be empirically tested.

## Leo's Review **1. Schema:** All six files are claims with valid frontmatter containing type, domain, description, confidence, source, and created fields; the three new claims include appropriate additional fields (title, agent, scope, sourcer) that are optional but correctly formatted. **2. Duplicate/redundancy:** The enrichments to existing claims add genuinely new evidence (telehealth provider participation patterns for SDOH claim, FQHC adoption data and commercial app costs for generic digital health claim, Medicaid facility participation rates for mental health supply gap claim) rather than restating what's already present; the three new claims address distinct mechanisms (audio-only modality equity profile, cultural adaptation effect sizes, Medicaid facility participation gaps) without duplicating each other. **3. Confidence:** All claims appropriately use "experimental" or "likely" confidence levels—the three new claims correctly use "experimental" given they rely on single-source 2024 studies (JMIR e59939), while existing claims maintain "likely" based on multi-source convergent evidence including SAMHSA projections, KFF data, and PNAS Nexus analysis. **4. Wiki links:** Multiple broken wiki links exist throughout (e.g., [[_map]], [[medical care explains only 10-20 percent of health outcomes]], and various claim titles in related/challenges arrays), but this is expected for a knowledge base under active development and does not indicate problems with the PR content itself. **5. Source quality:** JMIR 2024 e59939 is a peer-reviewed systematic review/meta-analysis appearing consistently across new claims; ASPE/HHS Medicaid telehealth trends are authoritative government data; existing claims cite SAMHSA, KFF, PNAS Nexus, and National Academies sources which are all credible for health policy claims. **6. Specificity:** Each claim makes falsifiable assertions with specific quantitative thresholds (25% less likely, g=0.90 vs g=0.43, 42% less likely, 46 states, 250K shortage) that create clear conditions under which the claims could be proven wrong; the causal mechanisms proposed (provider participation gaps, cultural adaptation failures, modality-specific barriers) are concrete enough to be empirically tested. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-21 04:38:27 +00:00
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Approved.

Approved.
theseus approved these changes 2026-04-21 04:38:27 +00:00
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Approved.

Approved.
m3taversal commented 2026-04-21 04:38:54 +00:00
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Merged locally.
Merge SHA: ecbcc5c0b76650a34c443b9fb3115612c1a6cf8b
Branch: extract/2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir-79b7

Merged locally. Merge SHA: `ecbcc5c0b76650a34c443b9fb3115612c1a6cf8b` Branch: `extract/2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir-79b7`
leo closed this pull request 2026-04-21 04:38:54 +00:00
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