{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005391269,0.0001354516,0.0003637423,0.0002226598,0.0002875056,0.00003847885,0.0001617259,0.0001478262,0.00005105983],"category_scores_gemma":[0.0006809137,0.0001272736,0.00001208168,0.000576733,0.00001380173,0.0004333743,0.000181079,0.0006219376,0.00005569742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004246335,"about_ca_system_score_gemma":0.001080089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1273663,"about_ca_topic_score_gemma":0.4497168,"domain_scores_codex":[0.9955785,0.00199848,0.001002426,0.0005089187,0.0003233721,0.0005882633],"domain_scores_gemma":[0.9983307,0.0003951661,0.0007523958,0.0003107645,0.00008733553,0.0001236826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001300214,0.000113264,0.9828386,0.0001723515,0.000007828231,0.00006355398,0.01278344,0.000005606067,0.000006963623,0.0003490805,0.0007253218,0.002803907],"study_design_scores_gemma":[0.001661365,0.0004724186,0.9815397,0.0001749052,0.000005024166,0.000005771623,0.01013127,0.0007992178,9.132895e-7,0.0001660656,0.004929692,0.0001136448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852166,0.0001090544,0.000001544178,0.003456886,0.0004191445,0.008181715,0.00001012249,0.00004953492,0.002555417],"genre_scores_gemma":[0.9966598,0.0001113069,0.00004366933,0.0002138402,0.0001582105,0.001996132,0.00009867065,0.0000205199,0.0006978937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3223505,"threshold_uncertainty_score":0.8784446,"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."}}