{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003741881,0.001569941,0.00260692,0.0007194229,0.0005824507,0.001561132,0.001001408,0.002776492,0.008476414],"category_scores_gemma":[0.005362995,0.0005637409,0.002128538,0.0005984007,0.001216976,0.001504189,0.0009351198,0.002123448,0.0009233596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007514836,"about_ca_system_score_gemma":0.001330665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007134546,"about_ca_topic_score_gemma":0.001231092,"domain_scores_codex":[0.9974127,0.001596544,0.0002334357,0.0002885363,0.0002037768,0.0002649938],"domain_scores_gemma":[0.9975486,0.001024677,0.0005471458,0.0002097907,0.0001843729,0.0004854327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9504134,0.0198674,0.0007513101,0.001221608,0.001366529,0.00004711882,0.0000645664,0.0002070207,0.0007539997,0.000183921,0.0005275997,0.02459559],"study_design_scores_gemma":[0.9317797,0.06592387,0.0009045865,0.0001014124,0.0004280008,0.00001249848,0.00002261274,0.0001829015,0.0001552133,0.0001628669,0.0003187505,0.000007661697],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9573063,0.006818741,0.002557277,0.001827025,0.001559265,0.02455705,0.001109799,0.0002405618,0.00402402],"genre_scores_gemma":[0.9662538,0.002502375,0.005054584,0.001739531,0.0008941432,0.02019265,0.0004435795,0.00001962081,0.002899562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008476414,"threshold_uncertainty_score":0.02835643,"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."}}