{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001628333,0.0002545471,0.0005981945,0.002512726,0.0004426387,0.0007600927,0.0005540744,0.0004590219,0.0007595554],"category_scores_gemma":[0.00866832,0.0003570823,0.0008926275,0.003174947,0.0001849039,0.0006137617,0.0006892755,0.0005473032,0.0001233765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007358716,"about_ca_system_score_gemma":0.001100436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04856339,"about_ca_topic_score_gemma":0.08338957,"domain_scores_codex":[0.9985875,0.0005874382,0.0002312438,0.0002182984,0.0002352577,0.0001402243],"domain_scores_gemma":[0.995389,0.001183642,0.002121202,0.0004278983,0.0006479982,0.0002302706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002592448,0.00001678699,0.9976397,0.00004166449,0.0001005135,0.00005639588,0.0002290551,0.00005175532,0.00006362269,0.00002059602,0.00009495144,0.001659119],"study_design_scores_gemma":[0.000001719406,0.00002735202,0.9992244,0.0000153319,0.00002806383,0.00005844074,0.0002933393,0.0001963088,0.00002080592,0.00001397675,0.000117939,0.000002276395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959595,0.001217292,0.0006593164,0.0001047839,0.000008402977,0.00008778906,0.001517601,0.000009144715,0.0004361499],"genre_scores_gemma":[0.997458,0.0005060575,0.0006054505,0.00003960513,0.00001265842,0.00006115752,0.001210354,0.00000286424,0.0001038809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04856339,"threshold_uncertainty_score":0.09656143,"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."}}