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.
270 works in the cohort · of 4,299,418page 3 of 6
Labels cover 0 of 270 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 270 of 270 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.
Thiago Augusto Rochetti Bezerra, Thalita Pinheiro Morel Alineri, Priscilla Evellin de Azevedo Torres, Mayara dos Santos Leandro, Alessandra Santos de Freitas, Isabeli Gomes de Oliveira +7 more
2023· article· pt· Revista CPAQV - Centro de Pesquisas Avançadas em Qualidade de Vida· Social Sciences
Lúcia Helena García Penna, Ravini dos Santos Fernandes, Cláudia Rosane Guedes, Úrsula Pérsia Paulo dos Santos, Gleice da Silva Fernandes, Beatriz Yuan Soares
Amanda Gabrielle Silva Moreira, Cinthia Katarina Neponuceno Bastos, Simony Rezende Soares, Nayara Kalila dos Santos Bezerra, Luara Geovanna de Oliveira Cardoso, Paulo Sérgio da Silva +2 more
Emille de Souza Apolinario Barreto, Afonson Luiz Medeiros Gondim, Denise S. Araújo Raíssa S. Taveira, Felipe Roberto de Araújo, Emanuel S. Macêdo, Emanoelle C. V. Silva +3 more
