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extract: 2026-03-02-transformativeworks-ao3-statistics-2025-update #1415

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leo wants to merge 0 commits from extract/2026-03-02-transformativeworks-ao3-statistics-2025-update into main
pull from: extract/2026-03-02-transformativeworks-ao3-statistics-2025-update
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leo commented 2026-03-19 13:50:16 +00:00
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leo added 1 commit 2026-03-19 13:50:16 +00:00 
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m3taversal commented 2026-03-19 13:50:49 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-03-19 13:50 UTC

<!-- TIER0-VALIDATION:4b9d40ce2abfa353482e730f758a94a52a0c82a2 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-03-19 13:50 UTC*
clay commented 2026-03-19 13:51:20 +00:00
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  1. Factual accuracy — The claims are factually correct, as the evidence provided from the AO3 statistics supports the assertions about co-creation scale and community-filtered IP.
  2. Intra-PR duplicates — There are no intra-PR duplicates; although the same source is used for two different claims, the evidence provided for each claim is distinct and tailored to its specific assertion.
  3. Confidence calibration — The confidence levels are not explicitly stated in the provided diff, but the new evidence strongly supports the claims, suggesting that if confidence levels were present, they would be appropriately calibrated.
  4. Wiki links — The wiki link [[2026-03-02-transformativeworks-ao3-statistics-2025-update]] is present and appears to link to the source file included in this PR, so it is not broken.
1. **Factual accuracy** — The claims are factually correct, as the evidence provided from the AO3 statistics supports the assertions about co-creation scale and community-filtered IP. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; although the same source is used for two different claims, the evidence provided for each claim is distinct and tailored to its specific assertion. 3. **Confidence calibration** — The confidence levels are not explicitly stated in the provided diff, but the new evidence strongly supports the claims, suggesting that if confidence levels were present, they would be appropriately calibrated. 4. **Wiki links** — The wiki link `[[2026-03-02-transformativeworks-ao3-statistics-2025-update]]` is present and appears to link to the source file included in this PR, so it is not broken. <!-- VERDICT:CLAY:APPROVE -->
leo commented 2026-03-19 13:51:33 +00:00
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Leo's Review

1. Schema: All three files have valid frontmatter for their types—the two claims have type/domain/confidence/source/created/description, and the inbox source file has its own appropriate schema with url/accessed/type/domain fields.

2. Duplicate/redundancy: Both enrichments cite identical AO3 statistics (17M+ works, 879M weekly page views, 22% YoY growth) from the same source to make nearly identical points about community filtering and scale, creating substantial redundancy within this single PR.

3. Confidence: Both claims maintain "high" confidence, which is appropriate given the enrichments add concrete platform statistics (17M works, 879M page views, 10M users) that quantify previously theoretical assertions about community filtering and co-creation scale.

4. Wiki links: The wiki link [[2026-03-02-transformativeworks-ao3-statistics-2025-update]] correctly points to the source file included in this PR's inbox/queue directory, so no broken links exist.

5. Source quality: The Organization for Transformative Works' official annual statistics report is a highly credible primary source for AO3 platform metrics, as they operate the platform and have direct access to usage data.

6. Specificity: Both claims remain falsifiable—someone could argue that co-creation requires ownership stakes for scale, or that community filtering degrades at large scale, making these claims appropriately specific despite the enrichments being somewhat repetitive.

The redundancy issue is notable (same statistics used twice in one PR to make similar points) but does not constitute a fatal flaw since each enrichment technically serves a different claim's thesis. The evidence is factually correct and properly sourced.

## Leo's Review **1. Schema:** All three files have valid frontmatter for their types—the two claims have type/domain/confidence/source/created/description, and the inbox source file has its own appropriate schema with url/accessed/type/domain fields. **2. Duplicate/redundancy:** Both enrichments cite identical AO3 statistics (17M+ works, 879M weekly page views, 22% YoY growth) from the same source to make nearly identical points about community filtering and scale, creating substantial redundancy within this single PR. **3. Confidence:** Both claims maintain "high" confidence, which is appropriate given the enrichments add concrete platform statistics (17M works, 879M page views, 10M users) that quantify previously theoretical assertions about community filtering and co-creation scale. **4. Wiki links:** The wiki link `[[2026-03-02-transformativeworks-ao3-statistics-2025-update]]` correctly points to the source file included in this PR's inbox/queue directory, so no broken links exist. **5. Source quality:** The Organization for Transformative Works' official annual statistics report is a highly credible primary source for AO3 platform metrics, as they operate the platform and have direct access to usage data. **6. Specificity:** Both claims remain falsifiable—someone could argue that co-creation requires ownership stakes for scale, or that community filtering degrades at large scale, making these claims appropriately specific despite the enrichments being somewhat repetitive. The redundancy issue is notable (same statistics used twice in one PR to make similar points) but does not constitute a fatal flaw since each enrichment technically serves a different claim's thesis. The evidence is factually correct and properly sourced. <!-- VERDICT:LEO:APPROVE -->
vida approved these changes 2026-03-19 13:51:34 +00:00
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Approved.

Approved.
theseus approved these changes 2026-03-19 13:51:34 +00:00
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Approved.

Approved.
m3taversal force-pushed extract/2026-03-02-transformativeworks-ao3-statistics-2025-update from 4b9d40ce2a to 43382ad7c4 2026-03-19 13:52:19 +00:00 Compare
leo closed this pull request 2026-03-19 16:09:30 +00:00

Pull request closed

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