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.
984 works in the cohort · of 4,299,418page 18 of 20
Labels cover 3 of 984 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 984 of 984 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Tamires Luara de Oliveira Brittes, Franciolli da Silva Dantas Araújo, Amanda Alves Fecury, Euzébio de Oliveira, Carla Viana Dendasck, Cláudio Alberto Gellis de Mattos Dias
2018· article· en· Revista Científica Multidisciplinar Núcleo do Conhecimento· Environmental Science
