{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005640606,0.0009728182,0.0008750465,0.006823645,0.001536787,0.00634832,0.002134925,0.001619143,0.2048645],"category_scores_gemma":[0.02141215,0.0005878502,0.0007276144,0.006865039,0.0004969115,0.003179679,0.00397899,0.001420611,0.1319195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001103208,"about_ca_system_score_gemma":0.004102504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190865,"about_ca_topic_score_gemma":0.0009510829,"domain_scores_codex":[0.9955379,0.001543243,0.0007789047,0.0005460512,0.001353909,0.0002401002],"domain_scores_gemma":[0.9819359,0.007765433,0.0009026002,0.004000689,0.004089033,0.001306355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001796566,0.0002783842,0.003214322,0.0009822028,0.00003653425,0.0001542965,0.0005775339,0.0003026436,0.0009984802,0.01071002,0.3597766,0.6227893],"study_design_scores_gemma":[0.0000451145,0.00006482624,0.002817695,0.0005141907,0.00002678932,0.0003323248,0.0002293175,0.001121205,0.001228081,0.008920616,0.9846774,0.00002235772],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.006885613,0.006718274,0.1512442,0.01150123,0.002888017,0.003270942,0.05915056,0.0453677,0.7129734],"genre_scores_gemma":[0.09669459,0.02152599,0.2381764,0.01376783,0.005928268,0.007039751,0.1598315,0.005399392,0.4516364],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2048645,"threshold_uncertainty_score":0.6853402,"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."}}