{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03415778,0.000830576,0.00262133,0.00470955,0.0012709,0.004065061,0.002293537,0.00262099,0.003679675],"category_scores_gemma":[0.1547231,0.0005474602,0.001659822,0.004442032,0.00184437,0.009861262,0.002394543,0.003581,0.00225354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001342276,"about_ca_system_score_gemma":0.00301964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008451747,"about_ca_topic_score_gemma":0.0182895,"domain_scores_codex":[0.9856759,0.009679173,0.002057543,0.0005044588,0.001696938,0.0003858745],"domain_scores_gemma":[0.9498624,0.02507908,0.008874832,0.004920645,0.008346305,0.002916676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00199448,0.0005004054,0.4689504,0.003417281,0.001156678,0.0002515138,0.005815072,0.0003864367,0.0001573434,0.005662863,0.0557652,0.4559424],"study_design_scores_gemma":[0.003054925,0.006930613,0.6828396,0.03368149,0.003978677,0.001803217,0.0291477,0.004821769,0.0008066394,0.1157327,0.1162866,0.0009161987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3687407,0.1590146,0.017983,0.4128117,0.01151591,0.002053498,0.003743095,0.0004137365,0.02372373],"genre_scores_gemma":[0.8483812,0.04458033,0.04081523,0.05458654,0.004889931,0.001715322,0.002213553,0.00009029187,0.002727555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03415778,"threshold_uncertainty_score":0.1806457,"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."}}