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.
1,442 works in the cohort · of 4,299,418page 11 of 29
Labels cover 9 of 1,442 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 1,442 of 1,442 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Luiz Ricardo Albano dos Santos, Alan Maicon de Oliveira, Luana Michelly Aparecida Costa dos Santos, Guilherme José Aguilar, Wilbert Dener Lemos Costa, Dantony de Castro Barros Donato +1 more
2024· article· en· JMIR Medical Education· Social Sciences