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.
438 works in the cohort · of 4,299,418page 9 of 9
Labels cover 1 of 438 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 438 of 438 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Leonete Cristina de Araújo Ferreira Medeiros Silva, Poliana Pinheiro da Silva, Eduardo Lins de Barros Neto, Paula Fabiane Pinheiro do Nascimento, Lindemberg de Jesus Nogueira Duarte, Ricardo Paulo Fonsêca Melo +1 more
2025· article· en· Canadian Journal of Chemistry· Engineering
Leonete Cristina de Araújo Ferreira Medeiros Silva, Poliana Pinheiro da Silva, Eduardo Lins de Barros Neto, Paula Fabiane Pinheiro do Nascimento, Ricardo Paulo Fonsêca Melo, Francisco Wendell +1 more