{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004751178,0.0001061467,0.000156124,0.0003970906,0.0004688026,0.0004260092,0.0003125765,0.0003462369,0.001723018],"category_scores_gemma":[0.005074381,0.0001507225,0.0001603298,0.0004686907,0.0002459764,0.0004867975,0.0004063356,0.0006900842,0.0001518408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006947033,"about_ca_system_score_gemma":0.001348028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005906218,"about_ca_topic_score_gemma":0.0163235,"domain_scores_codex":[0.9994619,0.0001715124,0.00007843137,0.00005166895,0.0001449495,0.00009149945],"domain_scores_gemma":[0.9966484,0.000440972,0.002064161,0.00005215968,0.0003224213,0.00047186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003146077,0.00008011899,0.9921941,0.00004857883,0.00001554342,0.0003251609,0.0005732233,0.00003039956,0.00007725438,0.00001832999,0.000772655,0.005833222],"study_design_scores_gemma":[0.00001278492,0.0001269193,0.9922751,0.0001151817,0.00001503395,0.002361798,0.003716968,0.0001022922,0.00008292079,0.00001942386,0.001167919,0.000003734727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966218,0.001084478,0.00005716931,0.0007978909,0.00002179139,0.00002238005,0.0001451365,0.000005290199,0.001243992],"genre_scores_gemma":[0.9981009,0.000940653,0.0002087948,0.0003717303,0.00002823786,0.00001967916,0.0001807492,0.000001782264,0.0001475815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9940938,"threshold_uncertainty_score":0.01174366,"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."}}