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Department of Health and Social Care; University of Leicester; Kidney Research UK; University of Cambridge; British Heart Foundation; Queen Mary University of London; National Institute for Health and Care Research; Genentech; AstraZeneca; Insmed; Swansea Bay University Health Board; University of Leeds; Health and Care Research Wales; Royal Free London NHS Foundation Trust; London School of Hygiene and Tropical Medicine; University of Glasgow; Moderna; Strong; Pfizer; King's College London; Newcastle upon Tyne Hospitals NHS Foundation Trust; Cystic Fibrosis Trust; Grifols; University College London; Imperial College Healthcare NHS Trust; Diabetes UK; University of Southampton; Asthma and Lung UK; Nottingham University Hospitals NHS Trust; King's College Hospital NHS Foundation Trust; Oxford University Hospitals NHS Foundation Trust; University Hospital Southampton NHS Foundation Trust; Versus Arthritis; Regeneron Pharmaceuticals; Betsi Cadwaladr University Health Board; University of Hull; South London and Maudsley NHS Foundation Trust; Sanofi; NHS Greater Glasgow and Clyde; UK Research and Innovation; University of Oxford; University of Warwick; British Lung Foundation; University of Dundee","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Repeatability; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Test (biology); Aeronautics; Virology; Internal medicine; Statistics; Disease","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":[0.001660445,0.0002856198,0.0003936527,0.0006480817,0.0002700633,0.0004762961,0.0004573952,0.000514247,0.001039104],"category_scores_gemma":[0.01090652,0.0001549771,0.0003661259,0.0005402142,0.0002954057,0.0004427377,0.0006237571,0.0004848255,0.0002613617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002208945,"about_ca_system_score_gemma":0.0002265544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429575,"about_ca_topic_score_gemma":0.002443125,"domain_scores_codex":[0.998894,0.0002655127,0.0001788222,0.000189571,0.0002918139,0.0001801502],"domain_scores_gemma":[0.9938881,0.001541851,0.00269663,0.0003797153,0.0008904868,0.0006032431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001104421,0.00002019108,0.998693,0.000006515276,0.00001506873,0.00003815807,0.00007131375,0.00001619931,0.0001503408,0.000001938442,0.00002451883,0.0008523158],"study_design_scores_gemma":[0.000001511712,0.0001662859,0.9995085,0.000003526079,0.000005162109,0.000084656,0.0001187898,0.00004854107,0.00003538798,0.000003595861,0.00002241407,0.000001611562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995329,0.0000569358,0.00008452101,0.00001672752,0.000005236178,0.000007168653,0.0001236065,0.000002463102,0.0001703449],"genre_scores_gemma":[0.9996235,0.00002264553,0.00005307122,0.000007187054,0.000007818991,0.000008347797,0.0002303008,0.000001508707,0.00004557945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002429575,"threshold_uncertainty_score":0.008781433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07947043793188102,"score_gpt":0.4563225365757663,"score_spread":0.3768520986438853,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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