{"id":"W4407805409","doi":"10.1139/cjpp-2024-0268","title":"Causality assessment of adverse events by healthcare professionals in an academic hospital setting: a descriptive retrospective study","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Physiology and Pharmacology","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Trois-Rivières; Université Laval; Centre Hospitalier Universitaire Sainte-Justine; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Fondation Institut Universitaire de Cardiologie et de Pneumologie de Québec; Université du Québec à Trois-Rivières; Université Laval","keywords":"Retrospective cohort study; Health care; Medicine; Adverse effect; Descriptive research; Health professionals; Causality (physics); Emergency medicine; Family medicine; Nursing; Psychology; Internal medicine; Political science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002963013,0.0002558156,0.0006627906,0.002361906,0.0008262446,0.001032015,0.0005376827,0.0004788079,0.002210125],"category_scores_gemma":[0.01033135,0.0005254113,0.0005186635,0.003076228,0.0006263819,0.0009922402,0.0009407282,0.000578876,0.0003682997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009660191,"about_ca_system_score_gemma":0.00120371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003923994,"about_ca_topic_score_gemma":0.003918111,"domain_scores_codex":[0.9955409,0.00115667,0.001124431,0.0007745072,0.000981216,0.0004221711],"domain_scores_gemma":[0.9853253,0.004107776,0.007928606,0.0007705609,0.001087992,0.0007796927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006163472,0.00004273194,0.9984289,0.00004843332,0.00002317666,0.00014757,0.000208252,0.00001058379,0.00003726155,0.00001835652,0.00007436849,0.0008985995],"study_design_scores_gemma":[0.00002797721,0.0004911797,0.9938612,0.0001123085,0.00008685821,0.002106849,0.002153627,0.0002025275,0.0001207322,0.00005198228,0.0007692922,0.0000155038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978579,0.0007502605,0.0003008394,0.00005910352,0.00000651594,0.0001061071,0.0004541274,0.000003628698,0.0004614329],"genre_scores_gemma":[0.9987423,0.0003290989,0.0002690344,0.0001178925,0.00001957658,0.00007990356,0.0003615019,0.000002953007,0.00007790416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003923994,"threshold_uncertainty_score":0.01567006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05270159200199607,"score_gpt":0.5212901353108481,"score_spread":0.468588543308852,"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."}}