{"id":"W3181402861","doi":"10.1016/s0140-6736(21)00799-6","title":"Characterisation of in-hospital complications associated with COVID-19 using the ISARIC WHO Clinical Characterisation Protocol UK: a prospective, multicentre cohort study","year":2021,"lang":"en","type":"article","venue":"The Lancet","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"FP7 Health; Institute of Genetics; NIHR Imperial Biomedical Research Centre; Manchester Biomedical Research Centre; Seventh Framework Programme; Public Health England; University of Nottingham; Imperial Experimental Cancer Medicine Centre; National Institute for Health Research Health Protection Research Unit; University of Oxford; King's College London; GlaxoSmithKline; Imperial College London; Department for International Development, UK Government; Medical Research Council; University of Liverpool; Department of Health and Social Care; National Institute for Health and Care Research; Department for International Development; NIHR Oxford Biomedical Research Centre; Pfizer; Wellcome Trust; Nottingham University Hospitals NHS Trust; University College London; British Heart Foundation; British Society for Immunology; Bill and Melinda Gates Foundation; European Respiratory Society","keywords":"Medicine; Comorbidity; Cohort; Prospective cohort study; Incidence (geometry); Cohort study; Pandemic; Logistic regression; Coronavirus disease 2019 (COVID-19); Pediatrics; Emergency medicine; Disease; Internal medicine; Intensive care medicine; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.005015272,0.000829426,0.000890441,0.001867147,0.0009855818,0.001472384,0.001518453,0.0008594299,0.002009494],"category_scores_gemma":[0.01003912,0.001084244,0.0009948276,0.002851113,0.0008440652,0.001380161,0.002338537,0.0009411824,0.0006344144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548042,"about_ca_system_score_gemma":0.001969087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01498641,"about_ca_topic_score_gemma":0.01725456,"domain_scores_codex":[0.994962,0.001707091,0.0009453168,0.001049368,0.0007114467,0.0006248718],"domain_scores_gemma":[0.9899711,0.001087336,0.005505175,0.001153922,0.00120745,0.001075031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000413142,0.0000997505,0.9975433,0.00006070744,0.00006846885,0.0001931436,0.0003533135,0.00007039958,0.0001598281,0.00002476053,0.0003159808,0.000697272],"study_design_scores_gemma":[0.00006907171,0.0005314217,0.9978727,0.00004189399,0.00003345637,0.0003221845,0.0004496419,0.0002308776,0.00005651142,0.00001437069,0.0003619182,0.00001603398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942742,0.0002212627,0.0005666481,0.00005109456,0.00001185493,0.001052584,0.003411537,0.000006824124,0.0004039021],"genre_scores_gemma":[0.9904689,0.0002487271,0.001040354,0.000114637,0.00002598252,0.001613028,0.00619612,0.00001294736,0.0002793192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01498641,"threshold_uncertainty_score":0.02979833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215793526155779,"score_gpt":0.4818685281652157,"score_spread":0.3602891755496378,"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."}}