{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01067866,0.0003495733,0.001099134,0.0001098827,0.001612925,0.00008603423,0.0003841383,0.0003654822,0.00002766539],"category_scores_gemma":[0.01489365,0.0002465036,0.00007162634,0.001003966,0.0002395217,0.0003733429,0.0002909172,0.001136996,0.00002233483],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004630118,"about_ca_system_score_gemma":0.01940901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001684663,"about_ca_topic_score_gemma":0.00121114,"domain_scores_codex":[0.9918635,0.001550615,0.003718845,0.0005147893,0.0006745508,0.001677699],"domain_scores_gemma":[0.9894981,0.004043309,0.001691232,0.0004607347,0.0006299716,0.003676586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02497046,0.0002760846,0.5763944,0.007609333,0.0001218021,0.000007750079,0.01169037,0.000007831451,6.483047e-7,0.007596106,0.3163058,0.05501935],"study_design_scores_gemma":[0.01735504,0.002086383,0.02275579,0.00003101186,3.9032e-7,0.00000957484,0.003181392,0.001203255,4.888951e-8,0.00009051002,0.9530189,0.0002677153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4958168,0.0002934685,0.004226505,0.2154131,0.001813235,0.2748305,0.001510284,0.0005514438,0.005544684],"genre_scores_gemma":[0.7283316,0.0008750529,0.002483743,0.09198608,0.00337059,0.1698148,0.0003772607,0.0001811312,0.002579777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6367131,"threshold_uncertainty_score":0.9999987,"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."}}