{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005378571,0.0004372549,0.001262305,0.0002307909,0.00009013461,0.00005342611,0.0003649843,0.0001143995,0.00001489078],"category_scores_gemma":[0.01104599,0.0003262004,0.00004690353,0.0005316926,0.0005110975,0.0001200632,0.001469906,0.001024508,0.000001816024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002002143,"about_ca_system_score_gemma":0.0003529841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008603286,"about_ca_topic_score_gemma":0.0004885512,"domain_scores_codex":[0.996071,0.0003971039,0.0008969023,0.001080746,0.001157004,0.0003972449],"domain_scores_gemma":[0.9963694,0.001236655,0.0006113579,0.000548578,0.0006366472,0.000597315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003516824,0.001902601,0.9832758,0.0007405456,0.0005240663,0.00006992299,0.004479431,0.002194283,0.000001650935,0.000008862779,0.0000368214,0.003249142],"study_design_scores_gemma":[0.008746732,0.004873501,0.9774593,0.0005195048,0.0002008306,2.465055e-7,0.0005522107,0.00648535,0.000001203954,0.0000426798,0.0008247126,0.0002937222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951026,0.0001379783,0.0009715149,0.0009798149,0.0001026145,0.002515203,0.00003677837,0.00005100867,0.0001024639],"genre_scores_gemma":[0.9971437,0.0002023363,0.000739651,0.001499291,0.0001011665,0.0001393997,0.0001118628,0.0000573012,0.000005231029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01050813,"threshold_uncertainty_score":0.999919,"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."}}