{"id":"W4414852817","doi":"10.1136/oemed-2025-epicohabstracts.360","title":"8287735 Independent exposure-response analysis of five lung carcinogens and lung cancer risk in a cohort of 2.2 million Ontario workers","year":2025,"lang":"en","type":"article","venue":"","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre","funders":"","keywords":"Lung cancer; Asbestos; Carcinogen; Cohort; Cohort study; Prospective cohort study; Proportional hazards model; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008040105,0.0004650508,0.0003824113,0.0006704617,0.001256703,0.0005698362,0.0007089964,0.0003752534,0.00286142],"category_scores_gemma":[0.001431212,0.0004537812,0.001298121,0.001210328,0.0003347298,0.0001497022,0.0005037138,0.0003220123,0.0004155467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004438727,"about_ca_system_score_gemma":0.00666374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.88089,"about_ca_topic_score_gemma":0.8936993,"domain_scores_codex":[0.9994612,0.00009843515,0.0000278418,0.0001121455,0.0001680828,0.0001322124],"domain_scores_gemma":[0.9989699,0.0001326241,0.0002785726,0.0001611827,0.000272529,0.0001853112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004273735,0.00004152436,0.995381,0.00002270503,0.0002350468,0.00009882311,0.0001400579,0.0001273235,0.0006449732,0.00002432335,0.0008588042,0.001998111],"study_design_scores_gemma":[0.00004159068,0.00004468365,0.9984846,0.000005906947,0.00008990469,0.00003494526,0.00006588171,0.000323114,0.0000600498,0.00001512695,0.0008299377,0.000004398119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926184,0.0003297683,0.0003598493,0.0001189145,0.00001143257,0.00008013484,0.005304814,0.00002250473,0.001154137],"genre_scores_gemma":[0.9922087,0.0001763252,0.0004040117,0.00007714979,0.00001010159,0.00008341118,0.003410517,0.000009246861,0.003620522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.11911,"threshold_uncertainty_score":0.2396228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005048077550756898,"score_gpt":0.2624055494109532,"score_spread":0.2573574718601963,"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."}}