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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20002025
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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.
782 works in the cohort · of 4,299,418page 13 of 16
Labels cover 2 of 782 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 782 of 782 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.
Rosângela Santos Pereira, Julia Facci Colangelo, Patrícia Gardênia Assis Souza, Larissa Gabriela Ferreira de Carvalho, Waleska Stephanie da Cruz Nizer, William Gustavo Lima
2022· article· en· Magazine Portal Bibliotech Digital (Universidad Nacional de Colombia)· Medicine
