{"id":"W2763440556","doi":"10.1136/bmj.j4627","title":"Can we usefully stratify patients according to suicide risk?","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suicidal ideation; Quarter (Canadian coin); Harm; Psychiatry; Suicide prevention; Medicine; Mental health; Risk assessment; Psychology; Poison control; Medical emergency; Family medicine; Computer security; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002240652,0.0001555834,0.0002225187,0.00006397996,0.0005609341,0.0001032989,0.0004049702,0.00007605265,0.0002373837],"category_scores_gemma":[0.0003950876,0.0001387904,0.00007277727,0.00004592033,0.00004157919,0.00007977597,0.0001619014,0.0001535586,0.0009574812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002908537,"about_ca_system_score_gemma":0.00002107062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005030733,"about_ca_topic_score_gemma":0.003076625,"domain_scores_codex":[0.9988149,0.00006979805,0.0002536699,0.0003160593,0.0001709294,0.0003746588],"domain_scores_gemma":[0.9986861,0.00009769171,0.0002173419,0.0008055125,0.00008152628,0.000111797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006113838,0.00005184842,0.9448468,0.000003699408,0.000103395,0.00002212973,0.002188478,0.000001444808,0.00002466884,0.0004333472,0.03423616,0.01802688],"study_design_scores_gemma":[0.0006394024,0.0001303481,0.9907543,0.000009221626,0.00003374057,0.000001543682,0.001856882,0.000001904405,0.00009481957,0.0005594565,0.005719674,0.0001986936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448668,0.00007510411,0.00002193079,0.004986101,0.001391843,0.0004115981,0.00004856135,0.00005684867,0.04814117],"genre_scores_gemma":[0.9958969,0.00001508865,0.0002240548,0.0006330092,0.0003917713,0.00008725107,0.000005001722,0.00002285851,0.002724012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05103011,"threshold_uncertainty_score":0.9998204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07608233541631397,"score_gpt":0.3830969457714536,"score_spread":0.3070146103551396,"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."}}