{"id":"W3135185765","doi":"10.2196/21547","title":"Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Janssen Research and Development; National Institutes of Health; Innovative Medicines Initiative; Novo Nordisk Fonden; Ministry of Trade, Industry and Energy; Novo Nordisk; Korea Health Industry Development Institute; National Institute for Health and Care Research; Generalitat de Catalunya; University of Oxford; Direcció General de Recerca, Generalitat de Catalunya; European Federation of Pharmaceutical Industries and Associations; U.S. National Library of Medicine; U.S. Department of Veterans Affairs; University of New South Wales; Wellcome Trust; Innovationsfonden; European Commission; National Institute of Diabetes and Digestive and Kidney Diseases; Bill and Melinda Gates Foundation","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Index (typography); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Vulnerability (computing); Computer science; Medicine; Medical emergency; Data science; Computer security; Virology; Outbreak; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1921521,0.001917374,0.001309241,0.002634915,0.001678025,0.003367603,0.00519492,0.002379997,0.0008661126],"category_scores_gemma":[0.2644008,0.001078134,0.003182287,0.003196151,0.003065089,0.002719715,0.00612118,0.003199521,0.0005180794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002947639,"about_ca_system_score_gemma":0.005828768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01744626,"about_ca_topic_score_gemma":0.01119681,"domain_scores_codex":[0.8808073,0.08906786,0.007286509,0.01060164,0.01053893,0.001697819],"domain_scores_gemma":[0.643328,0.2224398,0.02276256,0.06620039,0.04114177,0.004127548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002983987,0.003401559,0.8959129,0.0006292328,0.004692991,0.0003281255,0.002821218,0.04666923,0.00107822,0.001874623,0.008590974,0.03101691],"study_design_scores_gemma":[0.00275358,0.00453766,0.6595652,0.001016981,0.002600219,0.000921856,0.002830137,0.3007403,0.006703346,0.003618733,0.01439549,0.0003165134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540168,0.0003916014,0.03151481,0.0007560129,0.0001734591,0.002703937,0.007678193,0.0004659911,0.002299111],"genre_scores_gemma":[0.9462978,0.00009055229,0.02670226,0.0004656254,0.00005224626,0.001832848,0.02413409,0.0001649338,0.0002596672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1921521,"threshold_uncertainty_score":0.9962202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283763232054677,"score_gpt":0.5821279653096156,"score_spread":0.453751642104148,"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."}}