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.
634 works in the cohort · of 4,299,418page 8 of 13
Labels cover 0 of 634 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 634 of 634 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Cinthia Maria Cordeiro Atanázio Cruz Silva, Rennan Cabral Nascimento, Yuri Jacques Agra Bezerra da Silva, Ronny Sobreira Barbosa, Ygor Jacques Agra Bezerra da Silva, Clístenes Williams Araújo do Nascimento +1 more
2020· article· en· Environmental Monitoring and Assessment· Computer Science
