{"id":"W3194921886","doi":"10.2196/38122","title":"Deployment of a Free-Text Analytics Platform at a UK National Health Service Research Hospital: CogStack at University College London Hospitals","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Chief Scientist Office, Scottish Government Health and Social Care Directorate; Innovative Medicines Initiative; Public Health Agency; European Society of Cardiology; Economic and Social Research Council; European Commission; National Institute for Health Research Applied Research Collaboration South London; Department of Health and Social Care; Health and Social Care Research and Development Division; National Institute for Health and Care Research; King's College London; Engineering and Physical Sciences Research Council; UK Research and Innovation; European Federation of Pharmaceutical Industries and Associations; University College London; Scottish Government; British Heart Foundation; Wellcome Trust; South London and Maudsley NHS Foundation Trust","keywords":"Software deployment; Analytics; Service (business); University hospital; Text messaging; Computer science; Business; Medicine; Data science; World Wide Web; Engineering management; Medical emergency; Engineering; Software engineering; Marketing","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":[0.005238797,0.0008457598,0.0005333981,0.00206088,0.001229799,0.002673727,0.00184714,0.0009598612,0.01388387],"category_scores_gemma":[0.01124587,0.0005467208,0.0006485451,0.002137066,0.001179695,0.003333588,0.004339633,0.001045474,0.007675918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002816033,"about_ca_system_score_gemma":0.007460612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0271601,"about_ca_topic_score_gemma":0.01849191,"domain_scores_codex":[0.9951964,0.001049526,0.0005323666,0.0009533809,0.001403989,0.0008643912],"domain_scores_gemma":[0.9874226,0.002457591,0.0007873059,0.001939779,0.004052084,0.003340633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00845822,0.001376521,0.07490829,0.002007764,0.0003477834,0.006799208,0.01079333,0.009369797,0.06460546,0.006482512,0.3803557,0.4344954],"study_design_scores_gemma":[0.003911373,0.005566444,0.1337159,0.001486866,0.0004152694,0.003097027,0.01700213,0.09080038,0.08208259,0.006434183,0.6543646,0.001123183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7401105,0.001498016,0.07092693,0.01738824,0.001013829,0.00524977,0.03225152,0.09419522,0.037366],"genre_scores_gemma":[0.728358,0.001121613,0.176093,0.004823161,0.0004716738,0.001561557,0.05424041,0.003893971,0.02943652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0271601,"threshold_uncertainty_score":0.05400401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08226552115407858,"score_gpt":0.4334984391001782,"score_spread":0.3512329179460996,"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."}}