{"id":"W4292240379","doi":"10.1016/j.ajem.2022.08.031","title":"COVID–19 driven decline in emergency visits: Has it continued, is it permanent, and what does it mean for emergency physicians?","year":2022,"lang":"en","type":"article","venue":"The American Journal of Emergency Medicine","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arnold Ventures; Laura and John Arnold Foundation","keywords":"Medicine; Emergency department; Pandemic; Coronavirus disease 2019 (COVID-19); Emergency medicine; Medical emergency; Quarter (Canadian coin); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Baseline (sea); Emergency medical services; 2019-20 coronavirus outbreak; Disease; Infectious disease (medical specialty); Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002782674,0.000479388,0.00153902,0.0006073955,0.0006230238,0.000014564,0.0006576011,0.00005450084,0.01250223],"category_scores_gemma":[0.00188503,0.0003077738,0.0004157067,0.001412919,0.0003475223,0.0004168829,0.0002273527,0.0009260268,0.000006792744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003781075,"about_ca_system_score_gemma":0.0006738153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001997443,"about_ca_topic_score_gemma":0.00316358,"domain_scores_codex":[0.9944227,0.0004671359,0.002503674,0.0005086455,0.001284656,0.0008132432],"domain_scores_gemma":[0.9952253,0.0003821235,0.002157122,0.0006429334,0.0005998644,0.0009926276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006137984,0.0009295041,0.0694207,0.001005848,0.0009026571,0.0002431305,0.1470236,0.0001560279,0.008050328,0.0001229902,0.7232412,0.04276609],"study_design_scores_gemma":[0.007533391,0.01241023,0.0325452,0.0008351993,0.001267522,0.0004293064,0.2301756,0.0006964275,0.00008272291,0.002617651,0.7106853,0.0007214101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.486335,0.007682215,0.0003606509,0.5011717,0.003477043,0.00078369,0.00004826145,0.0000176797,0.0001237705],"genre_scores_gemma":[0.8590843,0.09875412,0.0001068033,0.03733654,0.002523121,0.00006889057,0.00003640738,0.00008346538,0.002006341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4638352,"threshold_uncertainty_score":0.9999374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1024616594916506,"score_gpt":0.4316787530362358,"score_spread":0.3292170935445852,"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."}}