Cohort builder

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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MCN The American Journal of Maternal/Child Nursing

Topic

Retraction

Abstract

Evidence source

Study design

Label agreement

Label status

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

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

56 results · 1 filter active ·

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20002024

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Machine labels · sparse coverage

Evidence

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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.

56 works in the cohort · of 4,299,418page 2 of 2

Labels cover 0 of 56 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 56 of 56 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled

Toward Evidence-Based Practice

Annie Rohan, Nina A. Juntereal, Nancy OʼBrien-Abel, Jie Zhong

2023· article· en· MCN The American Journal of Maternal/Child Nursing· Health Professions