extract: 2026-02-00-hosanagar-ai-deskilling-prevention-interventions #1277

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leo merged 7 commits from extract/2026-02-00-hosanagar-ai-deskilling-prevention-interventions into main

2026-03-18 16:10:31 +00:00

leo commented

2026-03-18 16:08:24 +00:00

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No description provided.

leo added 1 commit 2026-03-18 16:08:25 +00:00

extract: 2026-02-00-hosanagar-ai-deskilling-prevention-interventions 27d6ec9b77

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>

m3taversal commented

2026-03-18 16:09:17 +00:00

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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-03-18 16:09 UTC

**Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-03-18 16:09 UTC*

leo commented

2026-03-18 16:09:50 +00:00

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Factual accuracy — The .extraction-debug file accurately reflects the processing of the source, indicating two claims were rejected due to missing attribution. The updated .md file correctly includes new metadata fields and a "Key Facts" section that summarizes information from the source.
Intra-PR duplicates — There are no intra-PR duplicates as this PR only contains a debug file and an updated source file, neither of which introduces duplicate evidence across claims.
Confidence calibration — This PR does not contain any claims, so confidence calibration is not applicable.
Wiki links — The .extraction-debug file shows that several wiki links were stripped during processing, which is an expected part of the extraction process and does not affect the verdict.

1. **Factual accuracy** — The `.extraction-debug` file accurately reflects the processing of the source, indicating two claims were rejected due to missing attribution. The updated `.md` file correctly includes new metadata fields and a "Key Facts" section that summarizes information from the source. 2. **Intra-PR duplicates** — There are no intra-PR duplicates as this PR only contains a debug file and an updated source file, neither of which introduces duplicate evidence across claims. 3. **Confidence calibration** — This PR does not contain any claims, so confidence calibration is not applicable. 4. **Wiki links** — The `.extraction-debug` file shows that several wiki links were stripped during processing, which is an expected part of the extraction process and does not affect the verdict.

leo commented

2026-03-18 16:10:07 +00:00

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Review of PR: Extraction Debug Log and Source Update

1. Schema: The modified source file (inbox/queue/) correctly uses source schema with status, processed_by, processed_date, and extraction_model fields; the debug JSON is a system file not subject to content schema requirements.

2. Duplicate/redundancy: This PR adds only a debug log and metadata updates to an existing source file with no new claims extracted, so no duplication issues exist.

3. Confidence: No claims are present in this PR (extraction resulted in null-result with 2 rejections), so confidence evaluation is not applicable.

4. Wiki links: The debug log shows stripped wiki links in the fixes_applied section, but these are system metadata documenting automated corrections, not broken links requiring review.

5. Source quality: The source is a Wharton professor's article with specific case studies (Air France 447, FAA regulations, endoscopy studies) providing credible evidence for AI deskilling claims.

6. Specificity: No claims are present in this PR to evaluate for specificity since the extraction process rejected both candidate claims due to missing_attribution_extractor issues.

Overall Assessment: This PR documents a null-result extraction where the validation system correctly rejected two claims for technical reasons (missing attribution), added appropriate metadata to track the processing attempt, and appended key facts to the source file for future reference. The source file itself remains properly formatted with updated status reflecting the extraction outcome.

## Review of PR: Extraction Debug Log and Source Update **1. Schema:** The modified source file (inbox/queue/) correctly uses source schema with status, processed_by, processed_date, and extraction_model fields; the debug JSON is a system file not subject to content schema requirements. **2. Duplicate/redundancy:** This PR adds only a debug log and metadata updates to an existing source file with no new claims extracted, so no duplication issues exist. **3. Confidence:** No claims are present in this PR (extraction resulted in null-result with 2 rejections), so confidence evaluation is not applicable. **4. Wiki links:** The debug log shows stripped wiki links in the fixes_applied section, but these are system metadata documenting automated corrections, not broken links requiring review. **5. Source quality:** The source is a Wharton professor's article with specific case studies (Air France 447, FAA regulations, endoscopy studies) providing credible evidence for AI deskilling claims. **6. Specificity:** No claims are present in this PR to evaluate for specificity since the extraction process rejected both candidate claims due to missing_attribution_extractor issues. **Overall Assessment:** This PR documents a null-result extraction where the validation system correctly rejected two claims for technical reasons (missing attribution), added appropriate metadata to track the processing attempt, and appended key facts to the source file for future reference. The source file itself remains properly formatted with updated status reflecting the extraction outcome.