{"id":"W4410506643","doi":"10.1097/pec.0000000000003408","title":"Emergency Department Revisits Among Youth Compared With Adults in Sudbury, Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Laurentian University; Science North","funders":"","keywords":"Medicine; Emergency department; Hazard ratio; Young adult; Psychological intervention; Demography; Retrospective cohort study; Observational study; Proportional hazards model; Cohort study; Population; Cohort; Pediatrics; Gerontology; Confidence interval; Internal medicine; Environmental health; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005836071,0.0003571947,0.0005386597,0.0002489496,0.0001019171,0.000004500625,0.0001580233,0.00008560347,0.001293852],"category_scores_gemma":[0.00003081319,0.0002883944,0.0001248636,0.001078068,0.00001311724,0.00008762866,0.00003834025,0.000232753,0.000008968134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001196997,"about_ca_system_score_gemma":0.00131136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7938244,"about_ca_topic_score_gemma":0.997266,"domain_scores_codex":[0.9978377,0.00003561025,0.0006307584,0.0005116089,0.0004737189,0.00051064],"domain_scores_gemma":[0.9989451,0.0000194032,0.0001334163,0.0004650635,0.0002540987,0.0001829156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002791426,0.0000973607,0.9797169,0.0002075755,0.0000916221,0.0001591338,0.006901252,0.00002461375,3.554581e-7,0.000009321987,0.01231817,0.0001945788],"study_design_scores_gemma":[0.002903231,0.0001009002,0.98725,0.0001096919,0.0006561594,0.000001285032,0.008031295,0.00000731673,0.00002671637,0.0000042098,0.0006216242,0.0002876069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762912,0.0145593,0.000005795526,0.00008728712,0.001156882,0.0009349174,0.00002347352,0.00006253517,0.006878585],"genre_scores_gemma":[0.9934427,0.002531219,0.00005603825,0.00005373887,0.000172779,0.00009660489,0.0004354356,0.00002670786,0.003184767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2034415,"threshold_uncertainty_score":0.9999568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009863665972166593,"score_gpt":0.2376560211186189,"score_spread":0.2277923551464524,"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."}}