{"id":"W2116819819","doi":"10.1093/annhyg/meh042","title":"Determinants of Exposure to Metalworking Fluid Aerosol in Small Machine Shops","year":2004,"lang":"en","type":"article","venue":"The Annals of Occupational Hygiene","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aerosol; Metalworking; Personal protective equipment; Occupational exposure; Environmental science; Toxicology; Medicine; Engineering; Mechanical engineering; Environmental health; Meteorology; Geography; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002277862,0.0001562902,0.0004057212,0.000298931,0.000294457,0.000003340118,0.0004590185,0.0001243385,0.0001707622],"category_scores_gemma":[0.0009555448,0.0001139011,0.0001020712,0.0007692655,0.00009197486,0.0001027722,0.0001906475,0.0003646458,0.00009875181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006661064,"about_ca_system_score_gemma":0.0009629364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001393266,"about_ca_topic_score_gemma":0.002324627,"domain_scores_codex":[0.9971468,0.0003856036,0.001100222,0.0002406454,0.0005570618,0.0005696234],"domain_scores_gemma":[0.9972336,0.0011288,0.0003142315,0.0004253867,0.0007165396,0.000181422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004665847,0.0004239453,0.9580656,0.0005460129,0.00002828928,0.000007870175,0.002449003,0.007786931,0.001552008,0.007955671,0.0002248726,0.016294],"study_design_scores_gemma":[0.001049805,0.0004144449,0.9910878,0.0004791292,0.000006030895,0.000001359861,0.0001785359,0.0002239506,0.004075888,0.001981265,0.0003796518,0.0001221487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940023,0.0004336061,0.0002505609,0.002608303,0.0001939048,0.00107309,0.0001642314,0.00001415431,0.001259798],"genre_scores_gemma":[0.9968662,0.0001079193,0.001191684,0.001246575,0.0001295416,0.0001683125,0.00004351452,0.00001858535,0.0002276787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03302224,"threshold_uncertainty_score":0.4644754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.261328521302341,"score_gpt":0.5029178975654911,"score_spread":0.2415893762631501,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}