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.
1,063 works in the cohort · of 4,299,418page 14 of 22
Labels cover 4 of 1,063 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 1,063 of 1,063 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Livia Regina Montes Gama Rios, Antônio Carlos Leal de Castro, Helen Roberta Silva Ferreira, Leonardo Silva Soares, James Werllen de Jesus Azevedo, Marcelo Henrique Lopes Silva
2016· article· en· Journal of Sustainable Development· Environmental Science
