{"id":"W4415563971","doi":"10.1002/mhs2.70033","title":"“Suicide Risk Among Physicians in the USA: A Systematic Narrative Review of Incidence, Risk Factors, and Prevention Strategies”","year":2025,"lang":"en","type":"article","venue":"Mental Health Science","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PsycINFO; Systematic review; Suicide prevention; Burnout; Mental health; Thematic analysis; Suicide Risk; Occupational safety and health; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01302911,0.001193716,0.004031189,0.01465821,0.0007950444,0.002496544,0.001363531,0.001376481,0.002554497],"category_scores_gemma":[0.06614943,0.0009396193,0.005298629,0.01220475,0.0009458524,0.003123706,0.001776644,0.001130963,0.0002063548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00505437,"about_ca_system_score_gemma":0.01513614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01028307,"about_ca_topic_score_gemma":0.02717123,"domain_scores_codex":[0.9856437,0.005459118,0.006183289,0.0007213178,0.001736855,0.0002555848],"domain_scores_gemma":[0.9368814,0.04501897,0.01201909,0.0006301905,0.004951493,0.0004989103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001732043,0.0000174233,0.001866145,0.9493277,0.003898959,0.0001373402,0.001322136,0.00008647831,0.0001220402,0.0003602026,0.00306988,0.03961851],"study_design_scores_gemma":[0.00006751501,0.0001210273,0.00395501,0.9719939,0.01025669,0.000349387,0.0009758693,0.00006662168,0.00009018109,0.0001810673,0.01191758,0.00002519428],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002897526,0.9939732,0.0002610813,0.0007804157,0.0001706304,0.000527096,0.001018613,0.00001068437,0.0003609012],"genre_scores_gemma":[0.03411266,0.9615373,0.001128976,0.0009481798,0.0001407875,0.001388731,0.0005849468,0.000007455135,0.0001509078],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01465821,"threshold_uncertainty_score":0.06890535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05542662631021907,"score_gpt":0.4821412461168228,"score_spread":0.4267146198066037,"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."}}