{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005688844,0.0003200505,0.0006092357,0.0001249109,0.0001618197,0.00001359785,0.0002948231,0.0001061778,0.02049026],"category_scores_gemma":[0.0002838095,0.000225937,0.0001106477,0.0004411912,0.0002327087,0.00009693312,0.0001594548,0.000301229,0.0002549241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006448265,"about_ca_system_score_gemma":0.0001112499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004041049,"about_ca_topic_score_gemma":0.001439964,"domain_scores_codex":[0.9972112,0.0005767709,0.0005414623,0.0007099302,0.00039654,0.0005641073],"domain_scores_gemma":[0.9983962,0.0002553333,0.0001696018,0.0007005626,0.0002267447,0.0002515908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002829901,0.00638264,0.1939115,0.0005956506,0.008192729,0.009609457,0.1286718,0.00001084647,0.007462185,0.02496647,0.3908587,0.2265082],"study_design_scores_gemma":[0.02010496,0.006933439,0.5248061,0.001043499,0.003199189,0.00116391,0.09667987,0.0001032211,0.0109522,0.05108802,0.2813699,0.002555742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.834748,0.04082311,0.001644626,0.05524907,0.006325977,0.001741503,0.0001948689,0.0006018424,0.05867098],"genre_scores_gemma":[0.9402633,0.001497705,0.0002723653,0.002505302,0.00117793,0.0002117991,0.0002011149,0.00006019025,0.05381029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3308946,"threshold_uncertainty_score":0.9804052,"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."}}