{"id":"W3165543517","doi":"10.1097/pec.0000000000002484","title":"Effect of the COVID-19 Pandemic on Patient Volumes, Acuity, and Outcomes in Pediatric Emergency Departments","year":2021,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Dalhousie University; University of Manitoba; University of Alberta; McMaster Children's Hospital; Western University; University of Toronto; Montreal Children's Hospital; University of Ottawa; McGill University; Children's Hospital of Eastern Ontario; BC Children's Hospital; SickKids Foundation; Alberta Children's Hospital; Izaak Walton Killam Health Centre; Stollery Children's Hospital; University of Saskatchewan; Hospital for Sick Children","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Emergency medicine; Intensive care; Betacoronavirus; Medical emergency; Coronavirus Infections; MEDLINE; Pediatrics; Intensive care medicine; Virology; Internal medicine; Infectious disease (medical specialty); Outbreak","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"],"consensus_categories":[],"category_scores_codex":[0.0004047806,0.0003574901,0.000668089,0.0003207999,0.0001632078,0.000005214245,0.0001765592,0.0002138791,0.0004311585],"category_scores_gemma":[0.003180395,0.000252194,0.0003051748,0.001283465,0.00002336774,0.00006338052,0.0002301873,0.0004335015,0.00001684117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004417755,"about_ca_system_score_gemma":0.001019239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000731037,"about_ca_topic_score_gemma":0.002007806,"domain_scores_codex":[0.9968176,0.0004292608,0.0008816977,0.0005718874,0.0007626351,0.0005369008],"domain_scores_gemma":[0.997998,0.0003262036,0.0002952871,0.0006403266,0.0002181575,0.0005220082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001185721,0.0001623464,0.9874355,0.003165445,0.00002716535,0.00005422637,0.0013668,0.00001734597,0.00001575108,0.000006300523,0.004521606,0.003109006],"study_design_scores_gemma":[0.001862154,0.001037656,0.9943914,0.00000913916,0.0005108407,0.00001835427,0.0001814272,0.000006734473,0.00008164236,0.00005592041,0.001605437,0.0002392742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793009,0.01606704,0.000003133841,0.001236722,0.00180294,0.001079986,0.0001237417,0.00005365144,0.0003319127],"genre_scores_gemma":[0.9730864,0.0254624,0.000007597455,0.0006651888,0.0003799496,0.00007529365,0.00005318244,0.00003588406,0.0002341273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009395367,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03469820340685035,"score_gpt":0.3803469890582055,"score_spread":0.3456487856513552,"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."}}