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.
1,077 works in the cohort · of 4,299,418page 19 of 22
Labels cover 2 of 1,077 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 1,077 of 1,077 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Pedro Henrique Alves Campos, Renan Vieira Barreto, Gabriel Fontanetti, Leonardo Santos Lopes da Silva, Matheus Machado Gomes, Leonardo Coelho Rabello de Lima
2025· article· en· JMIR Research Protocols· Medicine