{"id":"W4391878433","doi":"10.1136/emermed-2023-213277","title":"Characteristics and outcomes of patients with COVID-19 who return to the emergency department: a multicentre observational study by the Canadian COVID-19 Emergency Department Rapid Response Network (CCEDRRN)","year":2024,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia; Jewish General Hospital; Sunnybrook Health Science Centre; University of Toronto; Western University; McGill University; Impact; London Health Sciences Centre; McMaster University; Health Sciences Centre; Sunnybrook Hospital; University of Alberta","funders":"Biotalent Canada; Canadian Institutes of Health Research; Genome British Columbia; Saskatchewan Health Research Foundation","keywords":"Medicine; Emergency department; Observational study; Logistic regression; Retrospective cohort study; Coronavirus disease 2019 (COVID-19); Emergency medicine; Pediatrics; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008502711,0.0004438112,0.0005226317,0.0008398087,0.0009854251,0.0009480661,0.0009112283,0.0006220814,0.001060083],"category_scores_gemma":[0.003428268,0.0004405321,0.0006328947,0.002248149,0.0005547099,0.0005466031,0.0008302262,0.0008569146,0.0002035329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004226619,"about_ca_system_score_gemma":0.004175376,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4970261,"about_ca_topic_score_gemma":0.5194246,"domain_scores_codex":[0.998907,0.0001387339,0.00008908319,0.0002291152,0.0003236961,0.000312487],"domain_scores_gemma":[0.9969447,0.0002831369,0.001381009,0.0001332034,0.0005994145,0.0006585264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003657836,0.00001931401,0.9993559,0.000005305713,0.0000207085,0.00003998561,0.00008404855,0.0000170968,0.00002896408,0.000004846476,0.0001427354,0.0002444713],"study_design_scores_gemma":[0.000007618731,0.0000379534,0.9993404,0.000009124683,0.000009335662,0.00008479397,0.000276827,0.0001056221,0.00001199734,0.000003448198,0.0001082472,0.000004579256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985008,0.00008704735,0.00002915643,0.00004968022,0.000003784844,0.00001855582,0.001101016,0.000001503923,0.0002083904],"genre_scores_gemma":[0.9979786,0.0001023828,0.00007117546,0.00005196028,0.000008071534,0.00001755348,0.001679735,0.000001916227,0.00008864631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5029739,"threshold_uncertainty_score":0.9882662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09388979953207804,"score_gpt":0.4025232657829145,"score_spread":0.3086334662508364,"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."}}