{"id":"W4379513320","doi":"10.3399/bjgp.2022.0150","title":"Uptake and adoption of the NHS App in England: an observational study","year":2023,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"Oxford Health NHS Foundation Trust; Imperial College London; Health and Social Care Delivery Research; Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Observational study; Medicine; Coronavirus disease 2019 (COVID-19); Descriptive statistics; Family medicine; Demography; Disease; Statistics; 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":[0.003311969,0.0004369292,0.001225875,0.002088292,0.00109899,0.00196776,0.0009646432,0.001130718,0.002938431],"category_scores_gemma":[0.01439985,0.001282097,0.00103032,0.003944538,0.0009660922,0.002570638,0.002223817,0.001470007,0.0008281127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003042208,"about_ca_system_score_gemma":0.002488631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09894389,"about_ca_topic_score_gemma":0.1076675,"domain_scores_codex":[0.9947895,0.001483797,0.001341806,0.0008551992,0.0009647449,0.0005649496],"domain_scores_gemma":[0.9818178,0.003588301,0.008978632,0.00100329,0.002433511,0.002178442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004046989,0.0003507473,0.9850255,0.0005339459,0.000146219,0.000535696,0.007839258,0.0000378466,0.0002028738,0.00007577095,0.0009515973,0.003895957],"study_design_scores_gemma":[0.00005823493,0.0006334643,0.9916458,0.0003343105,0.00008806295,0.0005128192,0.005247443,0.0001637194,0.00004525374,0.00003660962,0.001202019,0.00003230588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954175,0.001466409,0.0001869421,0.0002426027,0.00001374408,0.0001878287,0.001915946,0.000007075694,0.0005619251],"genre_scores_gemma":[0.9950289,0.00161621,0.0004317929,0.0003900702,0.00003724187,0.0004295006,0.001504965,0.000009927325,0.0005513619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09894389,"threshold_uncertainty_score":0.1967359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1677555040268121,"score_gpt":0.4687757281268756,"score_spread":0.3010202241000635,"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."}}