{"id":"W2793309288","doi":"10.1177/0706743717746663","title":"Death by Suicide among Canadian Medical Students: A National Survey-Based Study","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Suicide prevention; Injury prevention; Poison control; Medicine; Occupational safety and health; Population; Demography; Human factors and ergonomics; Psychiatry; Psychology; Family medicine; Gerontology; Medical emergency; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0009492491,0.0003372242,0.0003704832,0.002515718,0.00226493,0.0008676594,0.001083778,0.0004876128,0.001770799],"category_scores_gemma":[0.003176245,0.0003516928,0.0005741918,0.004329238,0.0005003113,0.0004970166,0.0008269917,0.0008320339,0.0003124094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01585057,"about_ca_system_score_gemma":0.01880628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9851043,"about_ca_topic_score_gemma":0.9890624,"domain_scores_codex":[0.9989522,0.00007082887,0.00007038499,0.00009899839,0.0005733537,0.00023425],"domain_scores_gemma":[0.9972956,0.000112531,0.0005110544,0.0000672987,0.001452189,0.0005613441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000183678,0.00002786316,0.995329,0.00004901463,0.00002907903,0.00003446223,0.0004129558,0.00002757136,0.00004296324,0.00003583659,0.001321602,0.002671424],"study_design_scores_gemma":[0.00000356052,0.00001739568,0.9981419,0.00003526038,0.00001391545,0.00005087392,0.0008602276,0.0001172094,0.00002107412,0.000008348327,0.0007232759,0.000006897063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851717,0.0008743827,0.000194184,0.0007610634,0.00002771927,0.0001433859,0.009276161,0.00002025886,0.003531145],"genre_scores_gemma":[0.9944424,0.0009873449,0.0003492903,0.0002719788,0.00001345178,0.00005067753,0.003300751,0.000005334052,0.0005788641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01585057,"threshold_uncertainty_score":0.1150044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0388211261787981,"score_gpt":0.347826519734908,"score_spread":0.3090053935561099,"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."}}