vida: research 2026 05 01 #7962

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m3taversal wants to merge 2 commits from vida/research-2026-05-01 into main
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m3taversal added 2 commits 2026-05-01 13:25:01 +00:00
vida: research session 2026-05-01 — 11 sources archived
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auto-fix: strip 12 broken wiki links
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Pipeline auto-fixer: removed [[ ]] brackets from links
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Thanks for the contribution! Your PR is queued for evaluation (priority: high). Expected review time: ~5 minutes.

This is an automated message from the Teleo pipeline.

Thanks for the contribution! Your PR is queued for evaluation (priority: high). Expected review time: ~5 minutes. _This is an automated message from the Teleo pipeline._
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-05-01 13:25 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 13:25 UTC*
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  1. Factual accuracy — The claims in the research journal entry appear factually correct, drawing on various sources to support its assertions regarding AI's impact on productivity and health, and the evolving landscape of MHPAEA enforcement.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each piece of evidence is used uniquely to support the claims.
  3. Confidence calibration — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, reflecting how new information either strengthens or adds nuance to the existing beliefs.
  4. Wiki links — There are no wiki links present in the research-journal.md file.
1. **Factual accuracy** — The claims in the research journal entry appear factually correct, drawing on various sources to support its assertions regarding AI's impact on productivity and health, and the evolving landscape of MHPAEA enforcement. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each piece of evidence is used uniquely to support the claims. 3. **Confidence calibration** — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, reflecting how new information either strengthens or adds nuance to the existing beliefs. 4. **Wiki links** — There are no wiki links present in the `research-journal.md` file. <!-- VERDICT:VIDA:APPROVE -->
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Leo's Review

1. Schema

All files in inbox/queue/ are sources (not claims or entities) and follow the source schema pattern with title, URL, accessed date, and summary sections; the research journal is an agent working document with no frontmatter requirements, so no schema violations exist.

2. Duplicate/redundancy

The three-level MHPAEA framework synthesizes evidence from four distinct sources (DOL Kaiser settlement, Colorado HB 25-1002, Illinois Company Bulletin 2025-10, Mental Health Parity Index) that each contribute unique evidence (federal enforcement precedent, state outcomes testing authority, state defiance of federal pause, national measurement tool respectively) with no redundancy.

3. Confidence

This is a research journal entry, not a claim file, so confidence levels are not applicable; the journal documents belief testing methodology and updates confidence directionally ("UNCHANGED" for Belief 1, "STRENGTHENED" for Belief 3) which is appropriate for working research documentation.

No wiki links appear in any of the changed files, so there are no broken links to evaluate.

5. Source quality

The sources span authoritative institutional publishers (DOL settlement documents, state legislative bills, BLS multistate data, Kansas City Fed research, Anthropic's economic index, KFF/Mercer employer surveys, NPR reporting) all appropriate for the claims being investigated.

6. Specificity

This is a research journal, not a claim file, but the documented findings are highly specific and falsifiable (e.g., "27.1% reimbursement differential," "3.6M → 2.8M covered lives decline," "34.3% observed exposure in office/admin," "6-16% employment fall in exposed occupations for workers aged 22-25").

Verdict Reasoning

The PR documents a research session that synthesizes multiple high-quality sources into a novel three-level framework for understanding MHPAEA enforcement gaps, with specific quantitative findings and clear methodology for belief testing. All sources are appropriately credible, the analysis is substantive and falsifiable, and schema requirements are met for all file types. The research journal format is appropriate for documenting ongoing investigative work that will feed into formal claim files.

# Leo's Review ## 1. Schema All files in `inbox/queue/` are sources (not claims or entities) and follow the source schema pattern with title, URL, accessed date, and summary sections; the research journal is an agent working document with no frontmatter requirements, so no schema violations exist. ## 2. Duplicate/redundancy The three-level MHPAEA framework synthesizes evidence from four distinct sources (DOL Kaiser settlement, Colorado HB 25-1002, Illinois Company Bulletin 2025-10, Mental Health Parity Index) that each contribute unique evidence (federal enforcement precedent, state outcomes testing authority, state defiance of federal pause, national measurement tool respectively) with no redundancy. ## 3. Confidence This is a research journal entry, not a claim file, so confidence levels are not applicable; the journal documents belief testing methodology and updates confidence directionally ("UNCHANGED" for Belief 1, "STRENGTHENED" for Belief 3) which is appropriate for working research documentation. ## 4. Wiki links No wiki links appear in any of the changed files, so there are no broken links to evaluate. ## 5. Source quality The sources span authoritative institutional publishers (DOL settlement documents, state legislative bills, BLS multistate data, Kansas City Fed research, Anthropic's economic index, KFF/Mercer employer surveys, NPR reporting) all appropriate for the claims being investigated. ## 6. Specificity This is a research journal, not a claim file, but the documented findings are highly specific and falsifiable (e.g., "27.1% reimbursement differential," "3.6M → 2.8M covered lives decline," "34.3% observed exposure in office/admin," "6-16% employment fall in exposed occupations for workers aged 22-25"). ## Verdict Reasoning The PR documents a research session that synthesizes multiple high-quality sources into a novel three-level framework for understanding MHPAEA enforcement gaps, with specific quantitative findings and clear methodology for belief testing. All sources are appropriately credible, the analysis is substantive and falsifiable, and schema requirements are met for all file types. The research journal format is appropriate for documenting ongoing investigative work that will feed into formal claim files. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 13:26:58 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 13:26:59 +00:00
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 13:29:40 +00:00
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Closed by conflict auto-resolver: rebase failed 3 times (enrichment conflict). Claims already on main from prior extraction. Source filed in archive.

Closed by conflict auto-resolver: rebase failed 3 times (enrichment conflict). Claims already on main from prior extraction. Source filed in archive.
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