{"id":"W4387015041","doi":"10.32920/24191493","title":"Virtual care use prior to emergency department admissions during a stable COVID-19 period in Ontario, Canada","year":2023,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital","funders":"","keywords":"Medicine; Emergency department; Coronavirus disease 2019 (COVID-19); Outpatient visits; Emergency medicine; Hospital admission; Telemedicine; Population; Pandemic; Health care; Retrospective cohort study; Pediatrics; Internal medicine; Environmental health; Nursing; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004537344,0.0003316234,0.0004312042,0.001486106,0.002772633,0.001393014,0.001541994,0.0005609452,0.00282511],"category_scores_gemma":[0.002456702,0.0004965102,0.0006116428,0.003833722,0.0008071947,0.0006935635,0.001412249,0.0009851631,0.0002488787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0343248,"about_ca_system_score_gemma":0.03646044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9947147,"about_ca_topic_score_gemma":0.9971461,"domain_scores_codex":[0.9987161,0.00007023789,0.0001318323,0.0002226687,0.0003777276,0.0004814164],"domain_scores_gemma":[0.9964285,0.0001422462,0.001168404,0.00008400761,0.001118389,0.001058521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004427784,0.00002301369,0.9945552,0.00004891104,0.0000304615,0.0001034111,0.000773771,0.00006131706,0.0001003937,0.00006766732,0.002332859,0.00185868],"study_design_scores_gemma":[0.000003444544,0.00001123706,0.9981098,0.00004300552,0.000007825228,0.00003448852,0.0009788264,0.00009943682,0.0000167831,0.000008547405,0.0006795672,0.000006991055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97028,0.001302121,0.0001583726,0.001354571,0.00005590829,0.0001241391,0.02166378,0.00002366861,0.005037472],"genre_scores_gemma":[0.9923006,0.0007774797,0.0001438215,0.0003111231,0.00002547889,0.00005042497,0.005149202,0.000007290599,0.001234502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0343248,"threshold_uncertainty_score":0.249045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081445256362849,"score_gpt":0.3832091147898352,"score_spread":0.2750645891535503,"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."}}