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.
1,194 works in the cohort · of 4,299,418page 18 of 24
Labels cover 3 of 1,194 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 1,194 of 1,194 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Antônio Patrick Meneses de Brito, Manuel Pereira de Sousa, Luzia Luziene de Castro Aguiar, Olienaide Ribeiro de Oliveira Pinto, Ciro de Miranda Pinto, María Gorete Flores Salles
2020· article· en· Revista Eletrônica em Gestão Educação e Tecnologia Ambiental· Environmental Science
2018· dissertation· pt· Institutional Repository of the Federal Technological University of Paraná (RIUT) (Federal University of Technology – Paraná)· Environmental Science
