{"id":"W3128942101","doi":"10.1097/acm.0000000000003991","title":"We Burn Out, We Break, We Die: Medical Schools Must Change Their Culture to Preserve Medical Student Mental Health","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Mental health; Feeling; Suicidal ideation; Vulnerability (computing); Medical education; Psychology; Confidentiality; Institution; Burnout; Suicide prevention; Medicine; Nursing; Psychiatry; Poison control; Social psychology; Medical emergency; Sociology; Clinical psychology; Political science","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":[0.01261542,0.0005350265,0.0007035821,0.001007687,0.02284994,0.01712522,0.001767158,0.007318596,0.002753991],"category_scores_gemma":[0.02160853,0.0006179317,0.0007066696,0.0008521675,0.03081156,0.01096692,0.01371743,0.01940047,0.001168981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006428435,"about_ca_system_score_gemma":0.01726431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006229417,"about_ca_topic_score_gemma":0.0103231,"domain_scores_codex":[0.9844447,0.009793758,0.0003593137,0.0004476131,0.002491223,0.00246337],"domain_scores_gemma":[0.9724276,0.005791134,0.003867607,0.001072538,0.003077517,0.01376352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008285515,0.0005411539,0.03340071,0.0005197282,0.0001216767,0.00192963,0.474541,0.0002909742,0.001399488,0.06238375,0.3157681,0.1090209],"study_design_scores_gemma":[0.00003750266,0.0003210715,0.01366881,0.001078161,0.00004033694,0.001523553,0.7028518,0.000207295,0.0004410477,0.01621846,0.2634911,0.0001209089],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06901548,0.005660283,0.001993654,0.9041378,0.006531198,0.00002696759,0.00001160286,0.0001133268,0.01250976],"genre_scores_gemma":[0.6735591,0.009221073,0.004571103,0.2983959,0.002341167,0.00008658117,0.00001857153,0.0001140196,0.01169253],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02284994,"threshold_uncertainty_score":0.06671745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583508667214306,"score_gpt":0.523987139973375,"score_spread":0.3656362732519444,"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."}}