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.
1,022 works in the cohort · of 4,299,418page 19 of 21
Labels cover 1 of 1,022 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 1,022 of 1,022 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.
A. P. Oliveira, Marilyn Fabiola Juarez Flores, Antônio Alves de Oliveira Júnior, Rosa Maria de Deus de Souza, Jean Kleber de Abreu Mattos, Michelle Souza Vilela
2024· article· en· Journal of Agricultural Science· Agricultural and Biological Sciences
