{"id":"W2560418904","doi":"10.1007/s12630-016-0782-z","title":"The physician at risk: disruptive behaviour, burnout, addiction, and suicide","year":2016,"lang":"en","type":"editorial","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Manitoba; University of Ottawa; St. Boniface Hospital","funders":"","keywords":"Burnout; Suicide Risk; Addiction; Psychology; Medicine; Psychiatry; Clinical psychology; Suicide prevention; Medical emergency; Poison control","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":[0.007239741,0.003617311,0.004751442,0.005309444,0.004810042,0.007907737,0.004562782,0.02339686,0.004626768],"category_scores_gemma":[0.04032358,0.001661755,0.003580076,0.002838331,0.00262284,0.003454965,0.001462662,0.02067421,0.002693814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004304615,"about_ca_system_score_gemma":0.006616828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008282969,"about_ca_topic_score_gemma":0.02201121,"domain_scores_codex":[0.9944844,0.000988578,0.001173813,0.0005661884,0.002438765,0.0003484008],"domain_scores_gemma":[0.9657574,0.0183838,0.002157758,0.0005376379,0.009516282,0.003647191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008496529,0.00005779284,0.0004368222,0.00118053,0.000129151,0.0005376352,0.00009640563,0.00003888018,0.0000378596,0.0002619125,0.9874269,0.009711086],"study_design_scores_gemma":[0.0005338725,0.0002338108,0.01056494,0.01101298,0.00115791,0.00309533,0.001371666,0.0007231634,0.0002155738,0.002784296,0.9681552,0.0001512832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001794241,0.02000219,0.00005192128,0.03594791,0.9430916,0.00001757204,0.00005554431,0.00001789843,0.000636016],"genre_scores_gemma":[0.0009718716,0.01243655,0.00004179928,0.00938686,0.9755333,0.00001840522,0.00001830495,0.000007536498,0.001585341],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02339686,"threshold_uncertainty_score":0.03828788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152208713737238,"score_gpt":0.3207664336226838,"score_spread":0.30554556224896,"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."}}