{"id":"W4385670179","doi":"10.1192/j.eurpsy.2023.2373","title":"Suicide among physicians: what do we know about it?","year":2023,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Medicine; Suicide prevention; Vulnerability (computing); Duty; Incidence (geometry); Psychiatry; Poison control; Family medicine; Psychology; Medical emergency; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004526343,0.0004214686,0.002747278,0.01057102,0.0009446645,0.003695354,0.001015964,0.002863122,0.005646833],"category_scores_gemma":[0.0396304,0.0004964946,0.001159591,0.01420663,0.002174021,0.007010863,0.001109767,0.002480986,0.000774555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002226205,"about_ca_system_score_gemma":0.007221744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296135,"about_ca_topic_score_gemma":0.01759766,"domain_scores_codex":[0.9959677,0.001226317,0.001433987,0.0003649611,0.0008701332,0.000136773],"domain_scores_gemma":[0.9404228,0.04305146,0.007956803,0.0006138838,0.006822733,0.001132333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001890945,0.0001000162,0.0156661,0.302215,0.0009902797,0.0007048107,0.005516127,0.0001239458,0.0002210334,0.002493177,0.03871264,0.6330678],"study_design_scores_gemma":[0.00008704497,0.0002621502,0.05882157,0.7215683,0.002274288,0.00500741,0.01916058,0.0001698583,0.0001705599,0.005980465,0.1863696,0.0001281164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002219128,0.9779655,0.00008445757,0.01800471,0.0006007779,0.00001811574,0.0002818828,0.000006110616,0.0008192887],"genre_scores_gemma":[0.01654567,0.9785593,0.0002139078,0.003385456,0.0009614904,0.00003262208,0.0002017172,0.00000331973,0.00009644295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01296135,"threshold_uncertainty_score":0.02577186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04730004812320122,"score_gpt":0.4067433491009431,"score_spread":0.3594433009777419,"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."}}