{"id":"W4377090714","doi":"10.1093/occmed/kqad023","title":"Occupational Health Informatics","year":2023,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of New Brunswick","funders":"Royal College of Physicians of Ireland","keywords":"Occupational safety and health; Multidisciplinary approach; Informatics; Occupational health nursing; Health informatics; Occupational medicine; Medicine; Work (physics); Environmental health; Occupational disease; Nursing; Public health; Health education; Engineering; Political science; Pathology","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003507069,0.0001518376,0.0003399975,0.0003146963,0.001334013,0.000002665284,0.0001778878,0.0001600758,0.002553745],"category_scores_gemma":[0.001498698,0.0001229552,0.00004264859,0.0009102797,0.0001246962,0.0001500149,0.00008574503,0.0005424925,0.004106657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002573936,"about_ca_system_score_gemma":0.001745416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006669075,"about_ca_topic_score_gemma":0.0002131448,"domain_scores_codex":[0.9963202,0.0004732718,0.001501507,0.0001597523,0.0008852471,0.0006600363],"domain_scores_gemma":[0.9966529,0.001875485,0.0004867235,0.000296629,0.0003848974,0.000303348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002216451,0.00002737402,0.317923,0.001016602,0.00002586062,0.000002878353,0.01843163,0.0001028277,0.000004678319,0.1109009,0.5407493,0.01059336],"study_design_scores_gemma":[0.0009697501,0.0001412995,0.7484304,0.0004216509,0.000004677557,0.000001988667,0.007212367,0.001462175,3.708988e-7,0.004660161,0.2365807,0.0001145008],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4023874,0.000850543,0.02127047,0.4741232,0.01347107,0.005270518,0.00160239,0.002973936,0.07805053],"genre_scores_gemma":[0.852388,0.0009643305,0.004922606,0.1118515,0.006309,0.0006371328,0.01091756,0.00007318413,0.01193663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4500007,"threshold_uncertainty_score":0.9999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2999872843299898,"score_gpt":0.5695591246080018,"score_spread":0.2695718402780121,"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."}}