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.
628 works in the cohort · of 4,299,418page 5 of 13
Labels cover 0 of 628 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 628 of 628 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.
Janaína F. Matsumoto, Paulo S. G. Cremonez, Samuel Roggia, Ângela Maria Ferreira Falleiros, Sheila Michele Levy, Pedro Manuel Oliveira Janeiro Neves +1 more
2021· article· en· Journal of Agricultural Science· Agricultural and Biological Sciences
Eduardo Carvalho Faca, Fabrício Fagundes Pereira, Winnie Cezario Fernandes, Ivana Fernandes da Silva, Valmir Antônio Costa, Ana Paula Gonçalves da Silva Wengrat
2021· article· en· Journal of Agricultural Science· Agricultural and Biological Sciences
