{"id":"W3152672001","doi":"10.2196/28033","title":"Improved Glycemic Control With a Digital Health Intervention in Adults With Type 2 Diabetes: Retrospective Study","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glycemic; Medicine; Diabetes management; Type 2 diabetes; Psychological intervention; Diabetes mellitus; Repeated measures design; Physical therapy; Retrospective cohort study; Research design; Digital health; Internal medicine; Health care; Nursing","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":[0.001553824,0.0002939759,0.0004239379,0.0009402945,0.0004966446,0.000689889,0.0003029177,0.0004979368,0.001125463],"category_scores_gemma":[0.003945336,0.0003385659,0.0007143854,0.001329552,0.0003315165,0.0004596828,0.000561597,0.0004447681,0.0002242421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003675302,"about_ca_system_score_gemma":0.0005369513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003589668,"about_ca_topic_score_gemma":0.003547685,"domain_scores_codex":[0.9988472,0.0004033939,0.000200477,0.0002154717,0.0002340331,0.00009942756],"domain_scores_gemma":[0.9976559,0.0005031376,0.001023772,0.0002329439,0.0003479697,0.0002363175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005613158,0.0005283068,0.9944676,0.00006770635,0.0001294289,0.00009637605,0.0002050571,0.00002253221,0.00009668418,0.00001017021,0.00007188322,0.003742971],"study_design_scores_gemma":[0.0001786953,0.003711786,0.9934582,0.00004838695,0.000226604,0.0006245932,0.0007014899,0.0001650862,0.0001445927,0.00001537106,0.0007131925,0.00001203544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987032,0.0004104264,0.0001284818,0.00001461915,0.000006562744,0.0001169878,0.0002559439,0.000002728161,0.0003609258],"genre_scores_gemma":[0.9987061,0.0003396742,0.0002733031,0.00006589979,0.00001993128,0.0001124192,0.0003604688,0.000002065908,0.0001202983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003589668,"threshold_uncertainty_score":0.008217454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005468736432322806,"score_gpt":0.2572951675641337,"score_spread":0.2518264311318109,"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."}}