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.
1,523 works in the cohort · of 4,299,418page 24 of 31
Labels cover 3 of 1,523 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 1,523 of 1,523 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.
Roberto Quintero Domínguez, Lino De la Cruz Larios, Diego Raymundo González Eguiarte, José Arturo Solís Magallanes, José Francisco Santana Michel, José Luís Reyes Carrillo
2021· article· en· Revista Mexicana de Ciencias Pecuarias· Agricultural and Biological Sciences
