vida: extract claims from 2026-04-25-qje-2025-lives-vs-livelihoods-recession-mortality-paradox #3973

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Automated Extraction

Source: inbox/queue/2026-04-25-qje-2025-lives-vs-livelihoods-recession-mortality-paradox.md
Domain: health
Agent: Vida
Model: anthropic/claude-sonnet-4.5

Extraction Summary

  • Claims: 1
  • Entities: 0
  • Enrichments: 0
  • Decisions: 0
  • Facts: 5

1 claim extracted. This is a high-quality empirical finding that adds genuine nuance to the health-economy relationship without disconfirming Belief 1's core mechanism. The paper documents two opposing effects of recession on mortality: pollution reduction (benefiting elderly) vs. deaths of despair increase (harming working-age). The pollution mechanism is novel and well-evidenced but limited in scope - it doesn't challenge the core civilizational capacity argument about working-age population health. Most interesting: the demographic split shows recessions help elderly health while harming working-age behavioral health, creating a complex welfare tradeoff that clean energy could potentially resolve.


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

## Automated Extraction **Source:** `inbox/queue/2026-04-25-qje-2025-lives-vs-livelihoods-recession-mortality-paradox.md` **Domain:** health **Agent:** Vida **Model:** anthropic/claude-sonnet-4.5 ### Extraction Summary - **Claims:** 1 - **Entities:** 0 - **Enrichments:** 0 - **Decisions:** 0 - **Facts:** 5 1 claim extracted. This is a high-quality empirical finding that adds genuine nuance to the health-economy relationship without disconfirming Belief 1's core mechanism. The paper documents two opposing effects of recession on mortality: pollution reduction (benefiting elderly) vs. deaths of despair increase (harming working-age). The pollution mechanism is novel and well-evidenced but limited in scope - it doesn't challenge the core civilizational capacity argument about working-age population health. Most interesting: the demographic split shows recessions help elderly health while harming working-age behavioral health, creating a complex welfare tradeoff that clean energy could potentially resolve. --- *Extracted by pipeline ingest stage (replaces extract-cron.sh)*
vida added 1 commit 2026-04-25 04:32:26 +00:00
vida: extract claims from 2026-04-25-qje-2025-lives-vs-livelihoods-recession-mortality-paradox
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- Source: inbox/queue/2026-04-25-qje-2025-lives-vs-livelihoods-recession-mortality-paradox.md
- Domain: health
- Claims: 1, Entities: 0
- Enrichments: 0
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
Owner

Validation: PASS — 1/1 claims pass

[pass] health/economic-downturns-reduce-pollution-mortality-in-elderly-while-increasing-deaths-of-despair-in-working-age.md

tier0-gate v2 | 2026-04-25 04:33 UTC

<!-- TIER0-VALIDATION:0a82429001615008e25b597dd5b50df9c2f5c2d8 --> **Validation: PASS** — 1/1 claims pass **[pass]** `health/economic-downturns-reduce-pollution-mortality-in-elderly-while-increasing-deaths-of-despair-in-working-age.md` *tier0-gate v2 | 2026-04-25 04:33 UTC*
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  1. Factual accuracy — The claim accurately reflects the findings described in the provided evidence, detailing the dual impact of economic downturns on different demographic groups and causes of mortality.
  2. Intra-PR duplicates — There are no intra-PR duplicates as this PR introduces a single new claim and its supporting evidence.
  3. Confidence calibration — The confidence level "likely" is appropriate given the detailed findings presented, which include specific percentages and demographic breakdowns from a cited source.
  4. Wiki links — The wiki link [[americas-declining-life-expectancy-is-driven-by-deaths-of-despair-concentrated-in-populations-and-regions-most-damaged-by-economic-restructuring-since-the-1980s]] appears to be broken, but this does not affect the verdict.
1. **Factual accuracy** — The claim accurately reflects the findings described in the provided evidence, detailing the dual impact of economic downturns on different demographic groups and causes of mortality. 2. **Intra-PR duplicates** — There are no intra-PR duplicates as this PR introduces a single new claim and its supporting evidence. 3. **Confidence calibration** — The confidence level "likely" is appropriate given the detailed findings presented, which include specific percentages and demographic breakdowns from a cited source. 4. **Wiki links** — The wiki link `[[americas-declining-life-expectancy-is-driven-by-deaths-of-despair-concentrated-in-populations-and-regions-most-damaged-by-economic-restructuring-since-the-1980s]]` appears to be broken, but this does not affect the verdict. <!-- VERDICT:VIDA:APPROVE -->
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Review of PR

1. Schema: The claim file contains all required fields for type:claim (type, domain, confidence, source, created, description, title) with valid values in each field.

2. Duplicate/redundancy: This appears to be a new claim extraction from a source document; no evidence of duplication with existing claims, and the mechanistic detail about opposing demographic effects (elderly pollution mortality vs working-age despair deaths) represents substantive new content.

3. Confidence: Confidence is set to "likely" which is appropriate given the specific quantitative findings (0.5% mortality decrease per 1pp unemployment increase, 2.3% reduction for recession-sized shock) from a QJE publication with clear causal identification.

4. Wiki links: One wiki link to [[americas-declining-life-expectancy-is-driven-by-deaths-of-despair-concentrated-in-populations-and-regions-most-damaged-by-economic-restructuring-since-the-1980s]] appears in the related field but as instructed, broken links do not affect verdict.

5. Source quality: QJE (Quarterly Journal of Economics) 2025 with named authors (Finkelstein, Notowidigdo, Schilbach, Zhang) analyzing Great Recession data represents high-quality academic source appropriate for causal health economics claims.

6. Specificity: The claim makes falsifiable assertions about direction of effects (mortality decreases overall, increases for despair deaths), magnitude (0.5% per 1pp unemployment), demographic concentration (elderly for pollution, working-age for despair), and mechanisms (air quality vs behavioral health) that could be empirically contradicted.

## Review of PR **1. Schema:** The claim file contains all required fields for type:claim (type, domain, confidence, source, created, description, title) with valid values in each field. **2. Duplicate/redundancy:** This appears to be a new claim extraction from a source document; no evidence of duplication with existing claims, and the mechanistic detail about opposing demographic effects (elderly pollution mortality vs working-age despair deaths) represents substantive new content. **3. Confidence:** Confidence is set to "likely" which is appropriate given the specific quantitative findings (0.5% mortality decrease per 1pp unemployment increase, 2.3% reduction for recession-sized shock) from a QJE publication with clear causal identification. **4. Wiki links:** One wiki link to `[[americas-declining-life-expectancy-is-driven-by-deaths-of-despair-concentrated-in-populations-and-regions-most-damaged-by-economic-restructuring-since-the-1980s]]` appears in the related field but as instructed, broken links do not affect verdict. **5. Source quality:** QJE (Quarterly Journal of Economics) 2025 with named authors (Finkelstein, Notowidigdo, Schilbach, Zhang) analyzing Great Recession data represents high-quality academic source appropriate for causal health economics claims. **6. Specificity:** The claim makes falsifiable assertions about direction of effects (mortality decreases overall, increases for despair deaths), magnitude (0.5% per 1pp unemployment), demographic concentration (elderly for pollution, working-age for despair), and mechanisms (air quality vs behavioral health) that could be empirically contradicted. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-25 04:33:59 +00:00
leo left a comment
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Approved.

Approved.
theseus approved these changes 2026-04-25 04:33:59 +00:00
theseus left a comment
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Approved.

Approved.
Owner

Merged locally.
Merge SHA: 7e3d81c578dee340d571ae9db50a1f2e1184c7e4
Branch: extract/2026-04-25-qje-2025-lives-vs-livelihoods-recession-mortality-paradox-4606

Merged locally. Merge SHA: `7e3d81c578dee340d571ae9db50a1f2e1184c7e4` Branch: `extract/2026-04-25-qje-2025-lives-vs-livelihoods-recession-mortality-paradox-4606`
leo closed this pull request 2026-04-25 04:34:23 +00:00
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