{"id":"W4301595354","doi":"10.7554/elife.80556","title":"An international observational study to assess the impact of the Omicron variant emergence on the clinical epidemiology of COVID-19 in hospitalised patients","year":2022,"lang":"en","type":"article","venue":"eLife","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Lions Gate Hospital; Université de Montréal; Centre Hospitalier de l’Université de Montréal; University of British Columbia","funders":"Medical Research Council; National Institutes of Health; Kementerian Kesihatan Malaysia; All-India Institute of Medical Sciences; Prince Charles Hospital Foundation; Foreign, Commonwealth and Development Office; National Institute for Health Research Health Protection Research Unit; University of Oxford; Norges Forskningsråd; Public Health England; World Health Organization; Wellcome Trust; Canadian Institutes of Health Research; Imperial College London; Wellcome; National Institute for Health and Care Research; Ministero della Salute; Sunnybrook Research Institute; Liverpool Experimental Cancer Medicine Centre; Bill and Melinda Gates Foundation; Google.org; European Commission; Li Ka Shing Foundation; Oxford Martin School, University of Oxford; Rockefeller Foundation","keywords":"Coronavirus disease 2019 (COVID-19); Observational study; Epidemiology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Pandemic; Medicine; Intensive care medicine; Virology; Pathology; Outbreak; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003241965,0.0006045725,0.0009410044,0.0008502881,0.0006710511,0.001295597,0.0009939579,0.0008155248,0.001967388],"category_scores_gemma":[0.01083083,0.0005331438,0.001296015,0.002323516,0.0006083196,0.001069771,0.001549409,0.001814151,0.0002846826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007555186,"about_ca_system_score_gemma":0.000826284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006613081,"about_ca_topic_score_gemma":0.005647285,"domain_scores_codex":[0.9969388,0.001329314,0.0003728175,0.0007505639,0.0002573708,0.0003510868],"domain_scores_gemma":[0.9881393,0.002392836,0.006103869,0.001552139,0.0006846588,0.001127186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003607699,0.00006343681,0.9980756,0.00003971187,0.000280142,0.00008803651,0.0001438696,0.00006788262,0.00009753818,0.00007336698,0.0002778692,0.000431763],"study_design_scores_gemma":[0.0001010582,0.0004381374,0.9963702,0.00006683521,0.0002399712,0.0005580168,0.0007500535,0.0006583334,0.00006367828,0.00009264649,0.0006453384,0.00001577948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956583,0.0005237199,0.0005364251,0.0001407778,0.00003081891,0.00005693044,0.00220958,0.000006106973,0.0008372006],"genre_scores_gemma":[0.9973888,0.0001425802,0.0002904401,0.000140886,0.00002820124,0.00005185568,0.001899539,0.000005100615,0.00005268233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006613081,"threshold_uncertainty_score":0.0171454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3894362451901396,"score_gpt":0.5480401321269134,"score_spread":0.1586038869367738,"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."}}