{"id":"W3130444078","doi":"10.2196/25295","title":"Early Insights From a Digitally Enhanced Diabetes Self-Management Education and Support Program: Single-Arm Nonrandomized Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Quest Diagnostics","keywords":"Medicine; Diabetes mellitus; Physical therapy; Self-management; Distress; Population; Digital health; Type 2 diabetes; Randomized controlled trial; Diabetes management; Internal medicine; Health care","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001389334,0.0003303759,0.0006170785,0.0002236132,0.0001046779,0.0004085166,0.0001236203,0.0001242492,0.000205442],"category_scores_gemma":[0.0001104768,0.0003066796,0.0001762352,0.0004283194,0.00007011261,0.000461762,0.0001289584,0.0001461016,0.0000979604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010017,"about_ca_system_score_gemma":0.0001767004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003116382,"about_ca_topic_score_gemma":0.000002798187,"domain_scores_codex":[0.997856,0.0000859361,0.0005085789,0.0006628238,0.0003974099,0.0004892424],"domain_scores_gemma":[0.9986557,0.00017991,0.0001969319,0.0004952246,0.0002202666,0.0002520188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.007616307,0.05822699,0.04372213,0.0019463,0.003907178,0.00002890389,0.006017277,8.428892e-7,0.03297246,0.0007560471,0.01273242,0.8320732],"study_design_scores_gemma":[0.353714,0.01331223,0.3301702,0.00211416,0.004684048,0.000001185173,0.002633217,0.0002707748,0.1149078,0.009452165,0.1660825,0.00265762],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963706,0.0005919486,0.000005671249,0.0005107277,0.0009830227,0.003314633,0.000007065472,0.0003550837,0.03052589],"genre_scores_gemma":[0.9881539,0.00005923152,0.002943315,0.0007001642,0.0006517403,0.00242408,0.0008700005,0.00005362992,0.004143972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8294155,"threshold_uncertainty_score":0.9999385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008961579496601799,"score_gpt":0.2605044422154944,"score_spread":0.2515428627188926,"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."}}