{"id":"W4225359625","doi":"10.1097/jom.0000000000002481","title":"Occupational Exposures and Lung Cancer Risk—An Analysis of the CARTaGENE Study","year":2022,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Lung cancer; Environmental health; Medicine; Occupational exposure; Occupational medicine; Oncology","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":[0.00114599,0.0004372398,0.0005655907,0.001536835,0.0008990047,0.0008647529,0.0009314824,0.000683906,0.003372268],"category_scores_gemma":[0.002058924,0.0004692513,0.00136482,0.003037665,0.0002363142,0.00022382,0.0006711448,0.0005440183,0.0004793902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633849,"about_ca_system_score_gemma":0.002877487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5774466,"about_ca_topic_score_gemma":0.6322148,"domain_scores_codex":[0.998813,0.0003643196,0.00004726871,0.0002381586,0.0003586284,0.0001785698],"domain_scores_gemma":[0.9986909,0.0002066298,0.0002917582,0.0002789256,0.0003188768,0.0002129776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003564835,0.00003216353,0.9957801,0.0000347909,0.0004573677,0.0002072561,0.0001171149,0.0001242308,0.0003138839,0.00006160842,0.0009616673,0.001553353],"study_design_scores_gemma":[0.00002456486,0.00003771606,0.9980245,0.00001476875,0.0001085581,0.00009212187,0.0001035985,0.0003837341,0.00004438761,0.00001311567,0.001146524,0.000006449972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888088,0.001347377,0.0003522065,0.0001409005,0.00002071217,0.00008390949,0.00706632,0.00001919432,0.002160515],"genre_scores_gemma":[0.9914219,0.0005777975,0.0006686888,0.00008779113,0.00002153742,0.00009189636,0.005062687,0.00001651341,0.002051221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5774466,"threshold_uncertainty_score":0.8500837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612579546004093,"score_gpt":0.3079484723537825,"score_spread":0.2918226768937416,"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."}}