{"id":"W1579045169","doi":"10.1002/ajim.22200","title":"Estimating occupational exposure to carcinogens in Quebec","year":2013,"lang":"en","type":"article","venue":"American Journal of Industrial Medicine","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; University of Toronto; Université de Montréal; Public Health Ontario; University of British Columbia; Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"Health Canada; Partenariat Canadien Contre Le Cancer","keywords":"International agency; Environmental health; Medicine; Occupational exposure; Occupational cancer; Carcinogen; Occupational medicine; Toxicology; Exposure assessment; Population; Cancer; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007322668,0.0003557066,0.0002189593,0.002852715,0.0006979004,0.0008343701,0.0006502942,0.0002220877,0.003361909],"category_scores_gemma":[0.002517782,0.0001272777,0.0003684607,0.003781448,0.0001835405,0.0002662384,0.0003799705,0.0002489024,0.0003187119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01225198,"about_ca_system_score_gemma":0.007737504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990468,"about_ca_topic_score_gemma":0.9900904,"domain_scores_codex":[0.9995377,0.00007957176,0.0000349115,0.00007706374,0.0001977724,0.00007295066],"domain_scores_gemma":[0.9984028,0.000233896,0.0002374719,0.00005255806,0.0009704608,0.0001028992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003239673,0.00001725956,0.9775645,0.000103738,0.000168318,0.00004829907,0.0001626083,0.003070405,0.000287793,0.0001674686,0.002912671,0.0154646],"study_design_scores_gemma":[0.000006172385,0.0000125751,0.9899297,0.00007574217,0.00005180006,0.00003069315,0.0002146105,0.003650094,0.0001524221,0.00004569622,0.005821333,0.000009087608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8757607,0.005800526,0.008710399,0.0009151689,0.00003505289,0.0004659651,0.08768385,0.000248661,0.02037967],"genre_scores_gemma":[0.9803236,0.001255415,0.003143784,0.0001169192,0.000007945759,0.0001170008,0.01218278,0.00001261688,0.002840072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01225198,"threshold_uncertainty_score":0.08889472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03016845422917895,"score_gpt":0.2918294510253592,"score_spread":0.2616609967961802,"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."}}