{"id":"W4416744905","doi":"10.1080/09638237.2025.2595611","title":"Understanding suicide risk assessment practices in psychotic disorders: insights from Canadian mental health professionals, a preliminary investigation","year":2025,"lang":"en","type":"article","venue":"Journal of Mental Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; Kwantlen Polytechnic University; Dalhousie University; Centre Hospitalier de l’Université de Montréal; Institut Universitaire en Santé Mentale de Québec; Université de Montréal","funders":"","keywords":"Mental health; Risk assessment; Suicide Risk; Suicide prevention; Occupational safety and health; Poison control; Human factors and ergonomics; Schizophrenia (object-oriented programming)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003278918,0.0003989531,0.0004131384,0.00259005,0.007796725,0.00271594,0.00120323,0.0007418593,0.00140358],"category_scores_gemma":[0.011291,0.0005782488,0.0004809242,0.004014852,0.002210138,0.0008912176,0.002338446,0.001155153,0.0001469719],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05096512,"about_ca_system_score_gemma":0.1068263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900215,"about_ca_topic_score_gemma":0.9948688,"domain_scores_codex":[0.9976973,0.0003405448,0.0001544341,0.000145424,0.0009319745,0.0007303741],"domain_scores_gemma":[0.9917846,0.001354632,0.001341955,0.000143562,0.003825152,0.00155015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007502917,0.0001577765,0.7865211,0.0002562155,0.00001936185,0.0003409512,0.1855002,0.00006507256,0.0002297073,0.0003035571,0.001860226,0.02467083],"study_design_scores_gemma":[0.0000145009,0.00007190653,0.7571515,0.0003152881,0.00002313003,0.0002017263,0.2381395,0.0002164436,0.00005233896,0.00009240213,0.00369052,0.00003069226],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950389,0.0008076441,0.00008633273,0.001321367,0.00001167073,0.0001015805,0.0002547211,0.000003420062,0.002374341],"genre_scores_gemma":[0.996335,0.001856546,0.0003560605,0.0003765411,0.000007256323,0.00006094912,0.0002648958,0.000003338932,0.0007393565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9490349,"threshold_uncertainty_score":0.3697796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134647719703859,"score_gpt":0.4402804455896422,"score_spread":0.3268156736192563,"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."}}