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.
2,661 works in the cohort · of 4,299,418page 12 of 54
Labels cover 7 of 2,661 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 2,661 of 2,661 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
W. Brad Smith, Rubi Angélica Cuenca Lara, Carina Edith Delgado Caballero, Carlos Isaías Godínez Valdivia, Joseph S. Kapron, Juan Carlos Leyva Reyes +7 more
2018· article· en· Environmental Monitoring and Assessment· Environmental Science
