{"id":"W4390053157","doi":"10.3399/bjgpo.2023.0106","title":"Patient portal registration and healthcare utilisation in general practices in England: a longitudinal cohort study","year":2023,"lang":"en","type":"article","venue":"BJGP Open","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"Imperial College London; National Institute for Health and Care Research; Wellcome Trust","keywords":"Patient portal; Medicine; Health care; Confidence interval; Rate ratio; Incidence (geometry); Cohort; Family medicine; Emergency medicine; Medical emergency; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002165092,0.0002734593,0.0005173489,0.0008666909,0.0007916417,0.001135027,0.0005569283,0.0008202654,0.002017988],"category_scores_gemma":[0.005436304,0.0006464355,0.0008738534,0.001756311,0.0004105426,0.001287358,0.001168235,0.001285452,0.0003586997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106499,"about_ca_system_score_gemma":0.001125673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0516573,"about_ca_topic_score_gemma":0.07472387,"domain_scores_codex":[0.9982399,0.0006023346,0.0002559974,0.0003041991,0.0002882514,0.0003094428],"domain_scores_gemma":[0.9956567,0.0005789694,0.002206843,0.0004552887,0.0004493281,0.0006528504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001085537,0.00009858803,0.9977386,0.00003357829,0.00007515834,0.0001145148,0.0007120077,0.00001254899,0.0000802974,0.00001670976,0.0001821063,0.0008273431],"study_design_scores_gemma":[0.00002154991,0.0002861497,0.9980205,0.00005361852,0.00004085911,0.0001995117,0.00101789,0.00006981372,0.00001430375,0.00001624061,0.0002513624,0.000008134228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984528,0.0004205443,0.00007526064,0.0001399665,0.000007764147,0.00004130157,0.0006571446,0.000003056253,0.0002021802],"genre_scores_gemma":[0.9985515,0.000297693,0.0001876023,0.00012572,0.000009869136,0.00006351902,0.0005068855,0.000002511919,0.000254607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0516573,"threshold_uncertainty_score":0.1027132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1959727502486288,"score_gpt":0.5117602710155428,"score_spread":0.315787520766914,"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."}}