{"id":"W4391521253","doi":"10.1016/j.encep.2023.11.017","title":"Short-term effects of a simulation-based training program on suicide risk assessment and intervention for first-year psychiatry residents","year":2024,"lang":"en","type":"article","venue":"L Encéphale","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Agence Régionale de Santé Île-de-France; Ministry of Health","keywords":"Debriefing; Psychological intervention; Intervention (counseling); Suicidal ideation; Mental health; Psychology; Session (web analytics); Suicide prevention; Medicine; Psychiatry; Poison control; Medical education; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002731012,0.0001457199,0.000214622,0.0001407389,0.0000995029,0.00004209737,0.00007541756,0.00007985092,0.00004898693],"category_scores_gemma":[0.00007854,0.0001319876,0.0001575723,0.0001187352,0.00004337991,0.00005957218,0.00001792401,0.0001313101,0.000008417757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003091684,"about_ca_system_score_gemma":0.00002220112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005972336,"about_ca_topic_score_gemma":0.0001102023,"domain_scores_codex":[0.9989427,0.00008473021,0.0002838258,0.0003333041,0.0001440423,0.0002113776],"domain_scores_gemma":[0.9984332,0.001234337,0.00006937367,0.0001804518,0.00003990066,0.00004273264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005590795,0.001413348,0.803979,0.002387581,0.0009488945,0.00003501487,0.004814635,0.001566984,0.00008799773,0.00501221,0.0009328282,0.1782625],"study_design_scores_gemma":[0.00226995,0.002075484,0.9780643,0.0005501623,0.0002963021,0.000001324041,0.0008142708,0.01299995,0.0001855618,0.002338829,0.000177699,0.0002261834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894531,0.001577985,0.005506181,0.0001305128,0.001220822,0.001106761,0.00002912095,0.0001475872,0.0008278856],"genre_scores_gemma":[0.9975039,0.00001859864,0.001677995,0.00003474584,0.0001285218,0.0004743937,0.00002390185,0.00002765732,0.0001103176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1780363,"threshold_uncertainty_score":0.53823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0425155787814914,"score_gpt":0.4078976545289204,"score_spread":0.365382075747429,"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."}}