{"id":"W2472341460","doi":"10.1002/wps.20321","title":"Population‐based analysis of health care contacts among suicide decedents: identifying opportunities for more targeted suicide prevention strategies","year":2016,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Institute for Clinical Evaluative Sciences; University of Manitoba; Winnipeg Regional Health Authority; Health Sciences Centre; McMaster University; Women's College Hospital; University of Toronto; Centre for Addiction and Mental Health; Sunnybrook Health Science Centre","funders":"Ontario Mental Health Foundation; Institute of Chemical and Engineering Sciences; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Mental health; Psychosocial; Coroner; Psychiatry; Suicide prevention; Population; Poison control; Suicide methods; Health care; Medical emergency; Environmental health; Suicide rates","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004953016,0.0003259374,0.0008519941,0.001260837,0.0003231716,0.00005148772,0.0002750524,0.0001053915,0.0006675087],"category_scores_gemma":[0.00003905121,0.0002694575,0.0005647817,0.0009276082,0.0001083493,0.0003208938,0.00003559504,0.0001048351,0.000006735042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447598,"about_ca_system_score_gemma":0.0002625772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00383014,"about_ca_topic_score_gemma":0.05384673,"domain_scores_codex":[0.9971812,0.0002931199,0.001085931,0.0005333945,0.0003410524,0.000565328],"domain_scores_gemma":[0.9978762,0.0002926316,0.0008713676,0.0005765502,0.0002573422,0.0001259553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002284444,0.0001514871,0.9818079,0.0001770632,0.002299546,0.000002061367,0.002296594,0.00007049987,0.00003859928,0.00622119,0.003471658,0.003234964],"study_design_scores_gemma":[0.001632841,0.0001382606,0.951211,0.0001570247,0.001011431,4.115347e-7,0.04411512,0.00001747241,0.00003979216,0.001189812,0.0001812709,0.0003055003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771591,0.008115414,0.007323428,0.002495358,0.001932379,0.000890255,0.0003054239,0.0001752438,0.001603372],"genre_scores_gemma":[0.9948883,0.00002957596,0.00135687,0.0005985218,0.0001266979,0.0002082634,0.0006090287,0.0000488609,0.002133891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05001659,"threshold_uncertainty_score":0.9999757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09084838573905601,"score_gpt":0.3918265267180701,"score_spread":0.3009781409790141,"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."}}