{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002159566,0.0001279291,0.000444473,0.0002920317,0.0000277888,0.000007414956,0.00009134071,0.00003923821,0.0008562469],"category_scores_gemma":[0.0007534197,0.00008948237,0.00006639789,0.0004051854,0.0002019558,0.000127305,0.0000215805,0.0002662291,0.00004251877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002179698,"about_ca_system_score_gemma":0.0002300009,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01074024,"about_ca_topic_score_gemma":0.000133225,"domain_scores_codex":[0.9984798,0.00005783066,0.0006167412,0.0001224952,0.0005376559,0.0001855132],"domain_scores_gemma":[0.9989139,0.0001587114,0.0002966508,0.000109037,0.0001173989,0.0004043403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006683759,0.0001205191,0.7868178,0.000003369441,0.00003330182,0.00005608421,0.0003246637,0.0005210994,0.002061179,0.000008909309,0.006991512,0.2023932],"study_design_scores_gemma":[0.003305958,0.004710935,0.9882579,0.0008992971,0.00009187772,0.0001424071,0.001763789,0.0001042325,0.0001172532,0.00002219224,0.0004662681,0.000117845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904385,0.00007508176,0.0001588785,0.008487836,0.0003560958,0.0002447625,0.000004421094,0.000005949114,0.0002285059],"genre_scores_gemma":[0.9932105,0.000003603973,0.00297193,0.001598493,0.002058065,0.000009710217,0.00001212504,0.00001217342,0.000123395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2022753,"threshold_uncertainty_score":0.9958473,"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."}}