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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20152025
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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.
53 works in the cohort · of 4,299,418page 1 of 2
Labels cover 0 of 53 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 53 of 53 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
R.H.N.S. Alwis, Supun Madhumadhawa Pawuluwage, B. K. A. Bellanthudawa, I.J.J.U.N. Perera, Nawala Mudiyanselaya Semini Kushara Nawalage, A.A.D. Amarathunga +1 more
2025· article· en· Regional Studies in Marine Science· Environmental Science