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.
Results by year
20002025
Publication date
Categories
Machine labels · sparse coverage
Evidence
Language
Type
Citations
An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
2,761 works in the cohort · of 4,299,418page 47 of 56
Labels cover 8 of 2,761 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 2,761 of 2,761 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.
2004· article· en· Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production· Health Professions
2004· article· en· Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production· Health Professions
