{"id":"W3031078652","doi":"10.2196/19773","title":"The Oxford Royal College of General Practitioners Clinical Informatics Digital Hub: Protocol to Develop Extended COVID-19 Surveillance and Trial Platforms","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR School for Primary Care Research; NIHR Oxford Biomedical Research Centre; UK Research and Innovation; National Institute for Health and Care Research; Royal College of General Practitioners; Public Health England; Department of Health and Social Care; Wellcome Trust","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Health informatics; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Protocol (science); Informatics; Pandemic; Clinical trial; Medicine; Computer science; Public health; Outbreak; Engineering; Virology; Alternative medicine; Nursing; Infectious disease (medical specialty)","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":[],"consensus_categories":[],"category_scores_codex":[0.1745758,0.001808366,0.001955672,0.003891982,0.003721246,0.006862296,0.004559389,0.007284096,0.1007285],"category_scores_gemma":[0.1680905,0.002943451,0.003921123,0.003543394,0.004060766,0.00532426,0.0102601,0.006792556,0.03213114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01426505,"about_ca_system_score_gemma":0.05073606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00486818,"about_ca_topic_score_gemma":0.007818311,"domain_scores_codex":[0.9019937,0.06614941,0.01679313,0.003339029,0.008034364,0.003690406],"domain_scores_gemma":[0.8708293,0.04889791,0.01168638,0.02052516,0.03770221,0.01035895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01951486,0.002101721,0.002668217,0.03922361,0.0003688422,0.0008685975,0.00617309,0.003539404,0.003999127,0.06146986,0.6325089,0.2275638],"study_design_scores_gemma":[0.01078282,0.001886315,0.003576985,0.01558015,0.0002102828,0.0002155954,0.001162997,0.0006403746,0.002116519,0.00621969,0.9574538,0.0001546329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001458366,0.0005848822,0.02008172,0.003344538,0.0008877228,0.9394572,0.0134662,0.0006614178,0.0200579],"genre_scores_gemma":[0.00134336,0.0003774792,0.03592722,0.001711365,0.0001229463,0.9518846,0.003370642,0.0000996507,0.005162667],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1745758,"threshold_uncertainty_score":0.923256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235029519022492,"score_gpt":0.4682416903898395,"score_spread":0.3447387384875903,"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."}}