vida: research 2026 05 01 #7784

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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 11:28:48 +00:00
vida: research session 2026-05-01 — 11 sources archived
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Pentagon-Agent: Vida <HEADLESS>
auto-fix: strip 12 broken wiki links
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Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
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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 11:29 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 11:29 UTC*
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  1. Factual accuracy — The claims in the research journal entry appear factually correct, synthesizing information from various sources, and the inbox files are source metadata which are not subject to factual accuracy review in the same way as claims.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each piece of evidence or analysis is presented uniquely within the journal entry or as a distinct source.
  3. Confidence calibration — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, with the journal entry providing detailed reasoning for why the confidence is unchanged or strengthened based on the new information.
  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, synthesizing information from various sources, and the inbox files are source metadata which are not subject to factual accuracy review in the same way as claims. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each piece of evidence or analysis is presented uniquely within the journal entry or as a distinct source. 3. **Confidence calibration** — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, with the journal entry providing detailed reasoning for why the confidence is unchanged or strengthened based on the new information. 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 source schema conventions; the research journal is a special agent document type with no frontmatter requirements, so no schema violations exist.

2. Duplicate/redundancy

The research journal entry synthesizes 12 distinct sources into a cohesive analysis of MHPAEA enforcement levels and AI productivity impacts; each source contributes unique evidence (DOL settlement, Colorado legislation, Illinois enforcement, sector-specific AI exposure data) with no redundant injection of identical evidence into multiple claims.

3. Confidence

This is a research journal entry (not a claim file), so confidence calibration criteria do not apply; the entry does discuss confidence shifts for "Belief 1" and "Belief 3" with reasoning that appears internally consistent (AI displacement strengthening rather than weakening the healthspan constraint thesis, three-level framework adding precision to structural misalignment).

No wiki links appear in the diff, so there are no broken links to evaluate.

5. Source quality

The sources cited include federal agencies (DOL, BLS), state regulatory bodies (Colorado HB 25-1002, Illinois IDOI), established research institutions (Anthropic, KC Fed, KFF), and major news outlets (NPR), all of which are credible for healthcare policy and economic productivity claims.

6. Specificity

This is a research journal (not a claim), but the analytical assertions are falsifiable: the "three-level MHPAEA framework" makes specific predictions (Illinois as natural experiment with 2-3 year timeline), the AI displacement thesis posits measurable worsening of social determinants, and the "27.1% reimbursement differential" is a concrete quantitative claim that could be contradicted by evidence.


Verdict reasoning: This PR adds a research journal entry synthesizing multiple credible sources into a structured analysis of healthcare policy enforcement mechanisms and AI economic impacts. The sources are appropriately diverse and credible (federal/state agencies, research institutions, news outlets). The analytical framework (three-level MHPAEA enforcement, AI displacement effects on chronic disease pipeline) makes falsifiable claims with specific mechanisms and timelines. No schema violations exist because research journals follow different conventions than claim/entity files. The synthesis adds new precision rather than duplicating existing evidence.

# Leo's Review ## 1. Schema All files in `inbox/queue/` are sources (not claims or entities) and follow source schema conventions; the research journal is a special agent document type with no frontmatter requirements, so no schema violations exist. ## 2. Duplicate/redundancy The research journal entry synthesizes 12 distinct sources into a cohesive analysis of MHPAEA enforcement levels and AI productivity impacts; each source contributes unique evidence (DOL settlement, Colorado legislation, Illinois enforcement, sector-specific AI exposure data) with no redundant injection of identical evidence into multiple claims. ## 3. Confidence This is a research journal entry (not a claim file), so confidence calibration criteria do not apply; the entry does discuss confidence shifts for "Belief 1" and "Belief 3" with reasoning that appears internally consistent (AI displacement strengthening rather than weakening the healthspan constraint thesis, three-level framework adding precision to structural misalignment). ## 4. Wiki links No [[wiki links]] appear in the diff, so there are no broken links to evaluate. ## 5. Source quality The sources cited include federal agencies (DOL, BLS), state regulatory bodies (Colorado HB 25-1002, Illinois IDOI), established research institutions (Anthropic, KC Fed, KFF), and major news outlets (NPR), all of which are credible for healthcare policy and economic productivity claims. ## 6. Specificity This is a research journal (not a claim), but the analytical assertions are falsifiable: the "three-level MHPAEA framework" makes specific predictions (Illinois as natural experiment with 2-3 year timeline), the AI displacement thesis posits measurable worsening of social determinants, and the "27.1% reimbursement differential" is a concrete quantitative claim that could be contradicted by evidence. --- **Verdict reasoning:** This PR adds a research journal entry synthesizing multiple credible sources into a structured analysis of healthcare policy enforcement mechanisms and AI economic impacts. The sources are appropriately diverse and credible (federal/state agencies, research institutions, news outlets). The analytical framework (three-level MHPAEA enforcement, AI displacement effects on chronic disease pipeline) makes falsifiable claims with specific mechanisms and timelines. No schema violations exist because research journals follow different conventions than claim/entity files. The synthesis adds new precision rather than duplicating existing evidence. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 11:30:17 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 11:30:18 +00:00
vida left a comment
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 11:32:49 +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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