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.
259 works in the cohort · of 4,299,418page 5 of 6
Labels cover 0 of 259 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 259 of 259 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Stephen Gibbons, Stephan Heblich, Esther Lho, Christopher Timmins
2016· article· en· London School of Economics and Political Science Research Online (London School of Economics and Political Science)· Economics, Econometrics and Finance
2004· article· en· Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production· Economics, Econometrics and Finance
