{"id":"W4309436476","doi":"10.1016/j.jvs.2022.10.056","title":"Postoperative complications and their association with post-traumatic stress disorder in academic vascular surgeons","year":2022,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Logistic regression; Complication; Univariate analysis; Demographics; Univariate; Traumatic stress; Vascular surgery; Emergency medicine; Family medicine; Multivariate analysis; Surgery; Psychiatry; Demography; Internal medicine; Multivariate statistics; Cardiac surgery","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":[0.0006101005,0.000165941,0.0002410215,0.001097504,0.0008175389,0.000887895,0.0003481712,0.0005762099,0.002415441],"category_scores_gemma":[0.005393853,0.0002131807,0.0005609305,0.00147229,0.0004179729,0.00045422,0.0007056497,0.001133278,0.0001875728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004881474,"about_ca_system_score_gemma":0.001132336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005570171,"about_ca_topic_score_gemma":0.008881901,"domain_scores_codex":[0.9993345,0.0001469838,0.0001402408,0.00003820119,0.0001081565,0.000231917],"domain_scores_gemma":[0.9956261,0.0008059323,0.001950381,0.00008579092,0.0004217895,0.001109904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005430953,0.0001042732,0.9984597,0.00001290091,0.00002334345,0.0001151361,0.0001773413,0.00001216508,0.00003848839,0.00001353985,0.00006071414,0.0009280914],"study_design_scores_gemma":[0.000002202609,0.00006764037,0.9979798,0.00001221316,0.00001481018,0.0002464534,0.001498969,0.00004370165,0.00001388341,0.00002015347,0.00009576941,0.000004369072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990734,0.0002666964,0.00002120158,0.0001105361,0.00001439246,0.000003550236,0.00005269427,7.492645e-7,0.000456822],"genre_scores_gemma":[0.9995447,0.0002040185,0.00002689437,0.00003861195,0.00002074295,0.000004009572,0.00005852446,6.264798e-7,0.0001019084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005570171,"threshold_uncertainty_score":0.0110755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04451114185299063,"score_gpt":0.3629949065623171,"score_spread":0.3184837647093264,"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."}}