{"id":"W3018100255","doi":"10.1101/2020.04.22.20074336","title":"Deep phenotyping of 34,128 patients hospitalised with COVID-19 and a comparison with 81,596 influenza patients in America, Europe and Asia: an international network study","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health","funders":"National Institutes of Health; Medical Research Council; Versus Arthritis; Innovative Medicines Initiative; European Commission; Health Insurance Review and Assessment Service; Ministry of Trade, Industry and Energy; Novo Nordisk; Korea Health Industry Development Institute; National Institute for Health and Care Research; Generalitat de Catalunya; Bill and Melinda Gates Foundation; Lister Hill National Center for Biomedical Communications; Direcció General de Recerca, Generalitat de Catalunya; European Federation of Pharmaceutical Industries and Associations; Innovationsfonden; Novo Nordisk Fonden; Fundación Alfonso Martín Escudero; U.S. National Library of Medicine; U.S. Department of Veterans Affairs","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Demographics; Family medicine; Pandemic; Health care; Healthcare system; Diabetes mellitus; Disease; Demography; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007850919,0.0003083528,0.000410884,0.001391374,0.0004918888,0.000790187,0.0005289143,0.0005094412,0.001758335],"category_scores_gemma":[0.002930824,0.0002591531,0.0004991229,0.001752881,0.0003760051,0.0006604481,0.001764175,0.0005050773,0.0004324292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005758752,"about_ca_system_score_gemma":0.0005882694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01113848,"about_ca_topic_score_gemma":0.01669453,"domain_scores_codex":[0.998903,0.0002202243,0.0001855591,0.0003946283,0.0001209428,0.000175563],"domain_scores_gemma":[0.9984397,0.0002353533,0.000629261,0.0001902959,0.0002079421,0.0002974244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001233963,0.00001639883,0.9973432,0.00003333025,0.00006531099,0.0001102975,0.0002521004,0.0000472295,0.0002164108,0.00003000636,0.0003778914,0.001384547],"study_design_scores_gemma":[0.00001142473,0.00008840582,0.996947,0.0000503801,0.00004839271,0.0004900934,0.001003017,0.0002108806,0.00007280947,0.00004803498,0.001021256,0.000008262926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945999,0.000362313,0.0001695787,0.00009696844,0.000008686308,0.00003191185,0.004062879,0.000002841932,0.0006649662],"genre_scores_gemma":[0.9924434,0.0002748352,0.0002948501,0.0001138485,0.00001850488,0.00005667512,0.006586893,0.000005727441,0.0002052188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01113848,"threshold_uncertainty_score":0.0221473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05555362664114537,"score_gpt":0.3973072093410806,"score_spread":0.3417535826999352,"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."}}