{"id":"W3095194243","doi":"10.1136/oemed-2020-106770","title":"Lung cancer risk in painters: results from the SYNERGY pooled case–control study consortium","year":2020,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; Public Health Ontario; University of Toronto; Université de Montréal","funders":"Deutsche Gesetzliche Unfallversicherung; World Health Organization","keywords":"Lung cancer; Medicine; Painting; Logistic regression; Case-control study; Cancer; Relative risk; Internal medicine; Environmental health; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001859157,0.0002114701,0.0002999512,0.00003272901,0.0001348951,0.000008033415,0.00006899524,0.00004680179,0.001217538],"category_scores_gemma":[0.0001884578,0.000132132,0.00005006651,0.00008566982,0.0002752145,0.00007853343,0.00006001983,0.0001972288,0.00001582845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124121,"about_ca_system_score_gemma":0.0000213434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002859559,"about_ca_topic_score_gemma":0.0002256644,"domain_scores_codex":[0.9983804,0.0001440004,0.0004398221,0.0004337138,0.0004224499,0.0001796148],"domain_scores_gemma":[0.9989604,0.0004867253,0.0001299265,0.000168945,0.000004660939,0.0002493926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003477535,0.00034393,0.987066,0.00001018164,0.0002420986,0.0005921894,0.001363149,0.0002746911,0.0004864001,0.000005638039,0.001400998,0.004737183],"study_design_scores_gemma":[0.008833899,0.000541,0.9791688,0.00007586124,0.0006144385,0.00005433111,0.003658223,0.006439162,0.00001386346,0.00001776619,0.0004471471,0.0001354892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862655,0.00199368,0.00004782525,0.008356525,0.00007741577,0.0006593866,0.002458845,0.00001902483,0.0001217929],"genre_scores_gemma":[0.9930354,0.0003358376,0.00002695205,0.005493638,0.0004874226,0.00007641464,0.0004611769,0.00001622701,0.00006694146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007897188,"threshold_uncertainty_score":0.9996955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297771915151929,"score_gpt":0.2597937273440173,"score_spread":0.246816008192498,"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."}}