{"id":"W3048069594","doi":"10.1016/j.jemermed.2020.08.013","title":"Volume and Acuity of Emergency Department Visits Prior To and After COVID-19","year":2020,"lang":"en","type":"article","venue":"Journal of Emergency Medicine","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hamad Medical Corporation","keywords":"Medicine; Triage; Emergency department; Coronavirus disease 2019 (COVID-19); Emergency medicine; Specialty; Pediatrics; Family medicine; Disease; Internal medicine; Infectious disease (medical specialty); 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009139042,0.0002292583,0.0002198924,0.0009944992,0.000283608,0.0007049967,0.0004128755,0.0003917901,0.00254055],"category_scores_gemma":[0.003792362,0.0001279297,0.0003582886,0.0009141088,0.0002607248,0.0006323665,0.0006903467,0.0007490587,0.0003470059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001413386,"about_ca_system_score_gemma":0.0009156473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01914528,"about_ca_topic_score_gemma":0.02028296,"domain_scores_codex":[0.9992133,0.00009711657,0.0001125559,0.0001437123,0.0001955704,0.0002376695],"domain_scores_gemma":[0.995693,0.0005087032,0.002523743,0.00007865979,0.0006739621,0.0005219998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006550822,0.00002631692,0.9966575,0.00002976728,0.00001994636,0.00005721919,0.0001205277,0.0001989709,0.0001413877,0.00003200829,0.000538683,0.002112213],"study_design_scores_gemma":[0.000001265538,0.0000518239,0.9993064,0.00001337521,0.000002588043,0.0000754942,0.0001100954,0.00009743716,0.0000486388,0.00001087647,0.000279847,0.000002100432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920952,0.000684213,0.0001657234,0.0003393958,0.00002837903,0.00002778023,0.004837499,0.00001646089,0.001805469],"genre_scores_gemma":[0.995701,0.0001995277,0.0001267533,0.0001094417,0.00004237834,0.00002010785,0.003503002,0.000002561685,0.0002952233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01914528,"threshold_uncertainty_score":0.0380677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1178871445508494,"score_gpt":0.4396154872363571,"score_spread":0.3217283426855077,"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."}}