{"id":"W4386019090","doi":"10.2196/48332","title":"Real-World Evidence of a Hospital-Linked Digital Health App for the Control of Hypertension and Diabetes Mellitus in South Korea: Nationwide Multicenter Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Daewoong Pharmaceutical Company; Korea Health Industry Development Institute","keywords":"Medicine; Blood pressure; Digital health; Diabetes mellitus; Postprandial; Health care; Physical therapy; Internal medicine; Endocrinology","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":[0.01407072,0.0006614774,0.0008952462,0.001003306,0.001229579,0.002066321,0.001130636,0.001327977,0.003163329],"category_scores_gemma":[0.03587147,0.0005366223,0.002450705,0.001855229,0.001043353,0.001686807,0.00181186,0.0012232,0.0003262413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787829,"about_ca_system_score_gemma":0.003662645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01173746,"about_ca_topic_score_gemma":0.01939839,"domain_scores_codex":[0.9868811,0.007687973,0.002167793,0.00132405,0.001368659,0.0005703962],"domain_scores_gemma":[0.9549333,0.01725159,0.01559485,0.003210195,0.006249628,0.002760418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01899287,0.01260064,0.8916498,0.007272059,0.01175291,0.0005548564,0.003832691,0.0002196429,0.0007287819,0.0002800683,0.002937916,0.04917771],"study_design_scores_gemma":[0.005866018,0.01444501,0.9524999,0.00311104,0.012315,0.0003884174,0.005976295,0.0007104086,0.0005293732,0.0001469336,0.003885391,0.0001263735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924281,0.003666833,0.0001832086,0.0006605777,0.00005393427,0.0007537713,0.001083066,0.000009749172,0.001160665],"genre_scores_gemma":[0.9945983,0.002113808,0.0008279415,0.0008296902,0.00005446207,0.0007013372,0.0007320042,0.000007219728,0.0001352709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01407072,"threshold_uncertainty_score":0.07441396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1313127781439659,"score_gpt":0.4899200485901573,"score_spread":0.3586072704461913,"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."}}