{"id":"W3012990848","doi":"10.2196/11627","title":"Therapeutic Duplication in Taiwan Hospitals for Patients With High Blood Pressure, Sugar, and Lipids: Evaluation With a Mobile Health Mapping Tool","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical prescription; Concordance; Dashboard; mHealth; Blood pressure; Medical emergency; Type 2 diabetes; Health care; Emergency medicine; Family medicine; Diabetes mellitus; Nursing; Internal medicine; Psychological intervention; Database","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":[0.003892564,0.0006801646,0.0005061665,0.003963215,0.0004384264,0.001214665,0.0007198043,0.0006096364,0.001473766],"category_scores_gemma":[0.02060695,0.0002834358,0.0009632197,0.00273194,0.0002149236,0.001615725,0.001509945,0.0004692625,0.0002852695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072486,"about_ca_system_score_gemma":0.001420371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008015852,"about_ca_topic_score_gemma":0.008137465,"domain_scores_codex":[0.9978231,0.0009747461,0.0004139673,0.000237045,0.0003955505,0.0001556117],"domain_scores_gemma":[0.985388,0.006895276,0.003650409,0.0005245322,0.002461816,0.001080006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000695465,0.001647992,0.892522,0.0005427441,0.0001890206,0.0004011377,0.00244482,0.00182403,0.0003991865,0.0001724764,0.003349053,0.09581208],"study_design_scores_gemma":[0.0003366332,0.002927514,0.9268704,0.0003963721,0.0004189555,0.0004074794,0.01040447,0.05336261,0.001203592,0.0004362138,0.003115307,0.000120605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952486,0.0001603937,0.001055575,0.0004291622,0.00002369366,0.0004797898,0.001398082,0.0001780511,0.001026604],"genre_scores_gemma":[0.9906625,0.0002421975,0.006755328,0.00009509196,0.00002190777,0.0006545421,0.001256188,0.0000123271,0.0002998433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008015852,"threshold_uncertainty_score":0.02058613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02625658789638844,"score_gpt":0.3105551323938869,"score_spread":0.2842985444974984,"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."}}