{"id":"W4387949076","doi":"10.1177/15385744231209914","title":"The Emotional Impact and Coping Mechanisms Following Adverse Patient Events Among Canadian Vascular Surgeons and Trainees","year":2023,"lang":"en","type":"article","venue":"Vascular and Endovascular Surgery","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Adverse effect; Feeling; Coping (psychology); Anxiety; Near miss; Harm; Distress; Emotional distress; Medicine; Psychology; Perception; Clinical psychology; Family medicine; Psychiatry; Social psychology; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003210066,0.0002884356,0.0004732462,0.0004015167,0.00248108,0.00001021683,0.00009517327,0.0002219436,0.00005198429],"category_scores_gemma":[0.0008071615,0.0002183661,0.0005790718,0.0005002859,0.0001225161,0.000233622,0.0001194247,0.000386118,0.00002866704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161614,"about_ca_system_score_gemma":0.0004428007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01913615,"about_ca_topic_score_gemma":0.01245625,"domain_scores_codex":[0.9967064,0.0007272498,0.0005624611,0.0004680733,0.0005953928,0.0009404589],"domain_scores_gemma":[0.9974998,0.001118672,0.0001579853,0.0004129759,0.00007269988,0.0007379305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000029056,0.00005243191,0.9671803,0.000396981,0.002784598,0.0001463767,0.007642453,0.0005305689,0.00009003037,0.0009737106,0.003433428,0.01674012],"study_design_scores_gemma":[0.0008624154,0.00002438714,0.95261,0.0004150806,0.0001864397,0.000009324699,0.003407702,0.001062022,0.000006841866,0.0006370033,0.04042712,0.0003517057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933803,0.002650842,0.001125506,0.0007793502,0.001026517,0.0007866922,0.00003878527,0.0001203041,0.00009167619],"genre_scores_gemma":[0.9931329,0.005963313,0.00004970081,0.0003135298,0.00005705102,0.0001815824,0.000197551,0.00004357292,0.00006077143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03699369,"threshold_uncertainty_score":0.9988176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030907734656128,"score_gpt":0.3049800224975767,"score_spread":0.2746709451510154,"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."}}