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.
519 works in the cohort · of 4,299,418page 9 of 11
Labels cover 4 of 519 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 519 of 519 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Marcelo Guerra Pires de Carvalho, Denise M. S. Marcelino, Osmar Menezes, Eugênio Foresti, Márcia Helena Rissato Zamariolli Damianovic, Mário T. Kato +2 more
2021· article· en· The Canadian Journal of Chemical Engineering· Agricultural and Biological Sciences
Michael Dare Asemoloye, A. M. Gbadebo, Tunde Sheriffdeen Bello, Olumayowa Mary Olowe, Akinlolu Olalekan Akanmu, Marta Elisabetta Eleonora Temporiti +6 more
2025· article· en· Advanced Sustainable Systems· Agricultural and Biological Sciences