{"id":"W4403417051","doi":"10.2196/54370","title":"Implementation of a Technology-Enabled Diabetes Self-Management Peer Coaching Intervention for Patients With Poorly Controlled Diabetes: Quasi-Experimental Case Study","year":2024,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; University of California, San Francisco","keywords":"Coaching; Health coaching; Psychological intervention; Medicaid; Self-management; Diabetes management; Medicine; Intervention (counseling); Peer support; Diabetes mellitus; Health care; Family medicine; Psychology; Nursing; Type 2 diabetes","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":[0.00958596,0.001306537,0.001247712,0.001537814,0.00467582,0.001424682,0.002459945,0.002650355,0.006237102],"category_scores_gemma":[0.01313031,0.001187547,0.001859161,0.0007865311,0.002292246,0.001976886,0.002102858,0.00245898,0.0008667215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003268813,"about_ca_system_score_gemma":0.007089024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006728634,"about_ca_topic_score_gemma":0.01286699,"domain_scores_codex":[0.9916369,0.004974009,0.0006202189,0.0008743064,0.0006282591,0.00126613],"domain_scores_gemma":[0.9886211,0.005437013,0.001280973,0.001524344,0.001297773,0.001838815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01048981,0.8821648,0.02066753,0.001015811,0.0002005232,0.0006934661,0.01386787,0.0006268823,0.002138386,0.0003797357,0.001203984,0.06655112],"study_design_scores_gemma":[0.05930158,0.8172858,0.07815325,0.0005281916,0.0004343319,0.00059219,0.02859161,0.00362914,0.003323052,0.0007366839,0.007216488,0.0002077823],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817084,0.00009427752,0.0009491546,0.000238502,0.00005209037,0.01582513,0.0001608631,0.00003334372,0.0009382381],"genre_scores_gemma":[0.9410358,0.000424878,0.01191274,0.00065463,0.0001994151,0.04378504,0.0003352431,0.00001606488,0.001636156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00958596,"threshold_uncertainty_score":0.05069602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007083029414046957,"score_gpt":0.3099282097604476,"score_spread":0.3028451803464006,"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."}}