{"id":"W3199976975","doi":"10.1016/j.ypmed.2020.106353","title":"Can we predict or prevent suicide?: An update","year":2021,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Medicine; Psychological intervention; Suicide prevention; Population; Injury prevention; Suicide Risk; Psychiatry; Poison control; Suicide rates; Medical emergency; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01017234,0.001978827,0.005424682,0.007347391,0.0008302156,0.005321114,0.003083004,0.005714243,0.003965422],"category_scores_gemma":[0.03377859,0.001060666,0.002391621,0.005552323,0.001928629,0.008191946,0.002294377,0.007325721,0.001632823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002533091,"about_ca_system_score_gemma":0.003801683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005324536,"about_ca_topic_score_gemma":0.01602831,"domain_scores_codex":[0.9972838,0.0008807122,0.0007771262,0.0003864632,0.0005593387,0.0001124341],"domain_scores_gemma":[0.9522304,0.03940966,0.002373996,0.0007133459,0.004435294,0.0008373056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002961784,0.0001686985,0.004550867,0.03617401,0.001811146,0.0002869672,0.0002593697,0.000184117,0.0001991902,0.002062779,0.1552771,0.7987296],"study_design_scores_gemma":[0.0004999482,0.0004585468,0.01510403,0.1048759,0.00650986,0.001762727,0.0009499643,0.0004847494,0.0001884813,0.006140876,0.8628175,0.0002073298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001311175,0.9897689,0.0001116253,0.007244051,0.002216684,0.00001189368,0.00008877662,0.00001153169,0.0004154681],"genre_scores_gemma":[0.001931988,0.9800795,0.0006261337,0.01181437,0.005122065,0.00003775005,0.0001281492,0.000008095222,0.0002519616],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01017234,"threshold_uncertainty_score":0.05379713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05622639885515903,"score_gpt":0.3674345966956757,"score_spread":0.3112081978405167,"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."}}