{"id":"W3133895258","doi":"10.2196/26621","title":"Diabetes Engagement and Activation Platform for Implementation and Effectiveness of Automated Virtual Type 2 Diabetes Self-Management Education: Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Randomized controlled trial; Medicine; Type 2 diabetes; Diabetes mellitus; Intervention (counseling); Confidence interval; Patient education; Blood pressure; Virtual patient; Physical therapy; Family medicine; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001995454,0.0002893905,0.001236603,0.0003153208,0.0001470201,0.0001004817,0.00006244436,0.00009603742,0.00006095321],"category_scores_gemma":[0.0003658751,0.0002498442,0.0001876884,0.0003446747,0.00008985415,0.0003247178,0.00008682888,0.0000976892,0.00000230468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000985424,"about_ca_system_score_gemma":0.0001807885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001581539,"about_ca_topic_score_gemma":5.510359e-7,"domain_scores_codex":[0.9978839,0.000351128,0.000672109,0.0004381635,0.0002913653,0.0003633371],"domain_scores_gemma":[0.9970399,0.001822977,0.0003762898,0.000248938,0.0004027101,0.0001091532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.5877193,0.007038469,0.1426063,0.0219254,0.01731026,0.000001216839,0.003300432,0.00002219393,0.05915246,0.03160059,0.006899155,0.1224242],"study_design_scores_gemma":[0.8808941,0.001343086,0.05829266,0.0006769589,0.002232435,9.292344e-8,0.001399835,0.00241918,0.05027395,0.001374778,0.0007307639,0.0003621396],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854546,0.000516649,0.00001578471,0.0003049476,0.0006983379,0.01219417,0.00000711946,0.000190348,0.0006180552],"genre_scores_gemma":[0.9907219,0.0001397935,0.001238653,0.0002045867,0.0001861457,0.006675884,0.0006063778,0.00003637292,0.0001902435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2931749,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092944276734438,"score_gpt":0.3115427580910291,"score_spread":0.3006133153236847,"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."}}