{"id":"W4313030539","doi":"10.1007/978-3-030-42003-1_29","title":"Suicide in Doctors","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Suicide prevention; Socioeconomic status; Suicide Risk; Epidemiology; Population; Occupational safety and health; Social isolation; Poison control; Psychiatry; Medical emergency; Environmental health","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":[0.001154355,0.0002963044,0.0003318555,0.0006766085,0.004477102,0.002255474,0.0005257442,0.003740392,0.01277045],"category_scores_gemma":[0.004310228,0.0002886089,0.0003524109,0.0006322851,0.003490665,0.001630899,0.002861127,0.005541449,0.002302301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004582981,"about_ca_system_score_gemma":0.006387413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01724806,"about_ca_topic_score_gemma":0.04990068,"domain_scores_codex":[0.9990908,0.0004193931,0.00004039656,0.00004464938,0.0002017195,0.0002029949],"domain_scores_gemma":[0.9991469,0.0003391935,0.00007681647,0.0000326202,0.0001165186,0.0002879828],"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":[0.0000296393,0.0001087936,0.002091482,0.0003584907,0.0000154787,0.001204076,0.02969007,0.0001378092,0.00008821041,0.1589979,0.735171,0.07210709],"study_design_scores_gemma":[0.00001739846,0.00004884381,0.004089146,0.001194635,0.000006436505,0.001431062,0.01454917,0.00004694782,0.00004676822,0.0181322,0.9604247,0.00001267281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01968583,0.09653809,0.0003756283,0.2228891,0.02543839,0.00009236606,0.0001020252,0.00001894958,0.6348597],"genre_scores_gemma":[0.1671004,0.06802483,0.0004002549,0.1173647,0.008374691,0.0001180875,0.0001148403,0.00003788818,0.6384642],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01724806,"threshold_uncertainty_score":0.04272139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187765288991211,"score_gpt":0.452173051881248,"score_spread":0.3333965229821269,"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."}}