{"id":"W4400354608","doi":"10.1093/occmed/kqae023.0585","title":"O-064 COMMON CANCERS EXCESSES AMONG EMERGENCY SERVICE WORKERS","year":2024,"lang":"en","type":"article","venue":"Occupational Medicine","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":"Medicine; Service (business); Medical emergency; Environmental health; Emergency medicine; Business","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":[0.0003614556,0.0003417002,0.0003386446,0.001407223,0.0004072782,0.0006541895,0.0005045571,0.0002400258,0.009419163],"category_scores_gemma":[0.001136978,0.0002024004,0.000647668,0.001711373,0.0002745549,0.0001855466,0.0004056014,0.0002515923,0.0006024038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001741728,"about_ca_system_score_gemma":0.00170838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3102921,"about_ca_topic_score_gemma":0.3777545,"domain_scores_codex":[0.9994571,0.00005411147,0.00003337471,0.0001146737,0.0002064705,0.0001343488],"domain_scores_gemma":[0.9989656,0.0001095848,0.000458099,0.00007945753,0.0002237507,0.0001633993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009773329,0.000006820883,0.9941327,0.00007389929,0.00008755,0.0001170226,0.00004452048,0.00007248854,0.0003511285,0.00003808561,0.001109141,0.003868899],"study_design_scores_gemma":[0.000003792339,0.00001601377,0.9983546,0.0000179265,0.00002171336,0.0001413641,0.00006398614,0.00005199616,0.00006271325,0.00002089406,0.001242702,0.000002168756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587823,0.005058364,0.000580589,0.0004378695,0.00005835785,0.00005476972,0.02479114,0.00009199858,0.01014457],"genre_scores_gemma":[0.9905357,0.001228904,0.0001998808,0.00006401864,0.00003997975,0.00002183109,0.005059097,0.00001369095,0.002836943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3102921,"threshold_uncertainty_score":0.616972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02514991738417652,"score_gpt":0.3289562590026043,"score_spread":0.3038063416184277,"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."}}