{"id":"W4220764265","doi":"10.1176/appi.ps.202100206","title":"Treatment of Patients Presenting With Suicidal Behavior in North American Pediatric Emergency Departments","year":2022,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suicidal ideation; Mental health; Medicine; Suicide prevention; Occupational safety and health; Family medicine; Poison control; Mental health care; Medical emergency; Emergency department; Human factors and ergonomics; Injury prevention; Health care; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005486149,0.000257497,0.0003836065,0.0004159955,0.0002152503,0.000006907579,0.0002976022,0.00002030734,0.0005429293],"category_scores_gemma":[0.000001349893,0.0002194133,0.0001054465,0.001932324,0.00002219772,0.00006878404,0.00009674602,0.0001039128,0.00002396124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007399975,"about_ca_system_score_gemma":0.0000241585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00534982,"about_ca_topic_score_gemma":0.009560875,"domain_scores_codex":[0.9979668,0.0001551051,0.0005291873,0.000478926,0.0004069548,0.000462994],"domain_scores_gemma":[0.9989904,0.00004774169,0.0004737115,0.0003560042,0.00006216292,0.00007003075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000308655,0.003165107,0.992222,0.00003513759,0.0001222375,0.00002043383,0.003802974,0.00003001809,3.292666e-7,0.000006216169,0.00006858718,0.0002183532],"study_design_scores_gemma":[0.001805452,0.001734364,0.99248,1.710576e-8,0.000275361,0.000002424359,0.003227345,0.00000800567,0.000001183398,0.00000544817,0.0002470075,0.0002134241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957982,0.001324425,4.8762e-7,0.00003970166,0.0008570967,0.0007033236,0.0001150489,0.00004532293,0.00111637],"genre_scores_gemma":[0.9984096,0.0001768162,0.0001033246,0.00003931369,0.0001428706,0.0008661802,0.0001076516,0.00003411771,0.0001201735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004211054,"threshold_uncertainty_score":0.8947413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577733384637853,"score_gpt":0.2935491979350032,"score_spread":0.2777718640886247,"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."}}