{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005627991,0.00228123,0.004751156,0.0008608351,0.0009209092,0.00224996,0.001582047,0.004053237,0.01111815],"category_scores_gemma":[0.009466405,0.001044069,0.004629887,0.0008541039,0.001926157,0.002092566,0.001181002,0.003779754,0.0009870238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001479176,"about_ca_system_score_gemma":0.002134884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001972105,"about_ca_topic_score_gemma":0.001903567,"domain_scores_codex":[0.9935384,0.003917167,0.0005910722,0.0008555427,0.000459225,0.0006385843],"domain_scores_gemma":[0.9950671,0.002246017,0.001171744,0.0003771699,0.0003245733,0.0008134177],"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":[0.9814445,0.008904846,0.0005968566,0.0008882081,0.001769914,0.00001522755,0.00003705029,0.00009564426,0.0001607699,0.00007321134,0.0002831684,0.005730668],"study_design_scores_gemma":[0.9620947,0.0350106,0.001053896,0.00009053137,0.001140256,0.000007403037,0.00002098559,0.0001938161,0.00009162457,0.00009603106,0.0001907379,0.000009529559],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563811,0.007824476,0.001483519,0.001249354,0.00248926,0.02485463,0.001717613,0.0002656348,0.003734428],"genre_scores_gemma":[0.9539883,0.002557804,0.003752115,0.001220042,0.001382694,0.03386906,0.0007547088,0.00002843435,0.002446858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01111815,"threshold_uncertainty_score":0.03719389,"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."}}