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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

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The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Personality Disorders Theory Research and Treatment
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Retraction
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
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aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

94 results · 1 filter active ·
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20102025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
94 works in the cohort · of 4,299,418page 2 of 2

Labels cover 0 of 94 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 94 of 94 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Progress but no cigar: Comment on Bach and Tracy (2022).
W. John Livesley
2022· letter· en· Personality Disorders Theory Research and Treatment· Psychology
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
7
citations
afffundunlabeled
Personality and life events in a personality disorder sample.
Linden R. Timoney, Zach Walsh, M. Tracie Shea, Shirley Yen, Emily B. Ansell, Carlos M. Grilo +7 more
2016· article· en· Personality Disorders Theory Research and Treatment· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
What is this measuring? Comment on Gatner et al. (2022).
Edelyn Verona, Keanan J. Joyner
2023· letter· en· Personality Disorders Theory Research and Treatment· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Is it possible to treat antagonism?
Joel Paris
2025· article· en· Personality Disorders Theory Research and Treatment· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
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How this was built: Screen · Findings · About