{"id":"W3209291765","doi":"10.1016/j.acap.2021.09.021","title":"The Impact of Universal Mental Health Screening on Pediatric Emergency Department Flow","year":2021,"lang":"en","type":"article","venue":"Academic Pediatrics","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Thursday; Confidence interval; Retrospective cohort study; Mental health; Emergency medicine; Significant difference; Cohort; Mean difference; Pediatrics; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003453884,0.0001976902,0.0003122152,0.0001051227,0.0003378499,0.000002811296,0.0001440708,0.0001211167,0.00009027673],"category_scores_gemma":[0.000309823,0.0001362808,0.0003069771,0.0007954558,0.00003646583,0.00006001889,0.0001233823,0.0005797208,0.00001307677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001858024,"about_ca_system_score_gemma":0.0004841998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003733667,"about_ca_topic_score_gemma":0.000005181598,"domain_scores_codex":[0.9982318,0.00008364903,0.0005159379,0.0002685732,0.0004614505,0.0004385475],"domain_scores_gemma":[0.9990127,0.0001262789,0.0002404999,0.0002506714,0.00017701,0.0001928145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001758722,0.0001201006,0.4621179,0.0001041528,0.0001920941,0.0000265546,0.0008126687,0.0001322299,0.00008215472,0.0001891781,0.5280071,0.008039903],"study_design_scores_gemma":[0.007812602,0.005602479,0.8852294,0.0001513347,0.001787627,0.0002131001,0.007900281,0.001827653,0.0009547138,0.0006797726,0.08629485,0.001546202],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9087924,0.08184654,0.0001782711,0.005357112,0.001249025,0.0004282945,0.0002754335,0.00006535075,0.001807607],"genre_scores_gemma":[0.6089164,0.3880091,0.0003529191,0.0002354222,0.001611742,0.000007795216,0.0001468367,0.0000266859,0.0006931056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4417123,"threshold_uncertainty_score":0.5557368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237365011006423,"score_gpt":0.3382450980203663,"score_spread":0.314508596919724,"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."}}