{"id":"W4388691463","doi":"10.1080/10903127.2023.2283079","title":"Cancer Risks among Emergency Medical Services Workers in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Prehospital Emergency Care","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Cohort; Hazard ratio; Cancer; Emergency medicine; Proportional hazards model; Cohort study; Lung cancer; Cancer registry; Medical emergency; Confidence interval; Environmental health; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003416147,0.0002464985,0.0002891282,0.0001374797,0.0006246101,0.000002297096,0.000416099,0.0002940947,0.03798272],"category_scores_gemma":[0.00006566024,0.0002349267,0.00007250195,0.0008349585,0.00002290693,0.0002278505,0.0001812383,0.001137155,0.0002990644],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148081,"about_ca_system_score_gemma":0.006193724,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985402,"about_ca_topic_score_gemma":0.9999372,"domain_scores_codex":[0.9964678,0.00014951,0.0009829639,0.0004297222,0.0009325855,0.001037396],"domain_scores_gemma":[0.9986472,0.00006445603,0.0002148592,0.000298562,0.0002662956,0.0005086386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003495423,0.00001257137,0.9463521,0.0007233936,0.00001429719,0.00001664077,0.009422794,0.0002018225,3.11524e-7,0.00001833484,0.04162498,0.001577763],"study_design_scores_gemma":[0.000347019,0.00002848811,0.9650571,0.0003478278,0.000006840939,8.906494e-8,0.01009164,0.0004582837,0.00000104672,0.00006066701,0.02334815,0.0002528996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730129,0.002224327,6.683189e-7,0.0008376459,0.01070281,0.0007511018,0.0001372142,0.0001169522,0.01221636],"genre_scores_gemma":[0.9909568,0.002320809,0.000008311024,0.0002516326,0.0004422398,0.0007731751,0.0003579179,0.00003596064,0.004853195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03768365,"threshold_uncertainty_score":0.9994403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04786514289544809,"score_gpt":0.4194938658631909,"score_spread":0.3716287229677429,"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."}}