{"id":"W2902172504","doi":"10.1016/j.genhosppsych.2018.11.007","title":"Predictors of suicidal ideation one-year post-bariatric surgery: Results from the Toronto Bari-Psych Cohort Study","year":2018,"lang":"en","type":"article","venue":"General Hospital Psychiatry","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Suicidal ideation; Psychiatry; Logistic regression; Cohort; Mental health; Suicide prevention; Medicine; Poison control; Cohort study; Suicide attempt; Injury prevention; Psychology; Clinical psychology; Emergency medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001172998,0.0003509161,0.0007421435,0.0001025467,0.0002179003,0.00004004509,0.000293702,0.0002399126,0.0003937323],"category_scores_gemma":[0.0003558612,0.0002536093,0.0004036065,0.0004971236,0.000138753,0.0002405386,0.00009577027,0.0002596693,0.00007425585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00011554,"about_ca_system_score_gemma":0.0004194898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01650822,"about_ca_topic_score_gemma":0.002959463,"domain_scores_codex":[0.9966952,0.0002135822,0.001098433,0.0007053448,0.0008247124,0.0004627204],"domain_scores_gemma":[0.9974654,0.0004045995,0.0004164241,0.001120443,0.0003824817,0.0002106339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001312089,0.001039775,0.9605015,0.00001317043,0.000637926,0.000002540073,0.0008019639,0.000001408337,0.00005373337,0.0002969191,0.03482337,0.0005156098],"study_design_scores_gemma":[0.002267004,0.001410553,0.9931557,0.00003205198,0.0006707875,0.00000260402,0.001568886,0.0000181731,0.00007683224,0.000172014,0.0003425289,0.0002828914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796832,0.0008386656,0.00002393926,0.003253977,0.01181024,0.001286571,0.0002496719,0.0001246861,0.002729032],"genre_scores_gemma":[0.9898095,0.00006965952,0.000862024,0.000681838,0.007695732,0.00003283195,0.0003545151,0.00005314379,0.0004407179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03448084,"threshold_uncertainty_score":0.9999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192711646508366,"score_gpt":0.2547247203078328,"score_spread":0.2427976038427492,"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."}}