{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008230009,0.000398976,0.000754639,0.001033624,0.0001702665,0.0001760201,0.0001600017,0.00009506808,0.00009460049],"category_scores_gemma":[0.00004415489,0.0003234523,0.0002703654,0.0007239701,0.00006677496,0.0004761628,0.0001141239,0.0001727671,0.00001330535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002410707,"about_ca_system_score_gemma":0.00004049203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000170198,"about_ca_topic_score_gemma":0.00001267131,"domain_scores_codex":[0.9973133,0.00008615459,0.0007790663,0.0006337552,0.000553744,0.0006339642],"domain_scores_gemma":[0.9986641,0.0001700484,0.0002904335,0.0004115846,0.0003568413,0.0001069284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001744106,0.01042087,0.9603229,0.002340928,0.003457312,0.00002244278,0.002670686,0.000002309675,0.0005856318,0.0002765165,0.001381946,0.0183441],"study_design_scores_gemma":[0.1912845,0.09193607,0.3706175,0.005653209,0.01661379,0.000005819697,0.2651215,0.01385727,0.03409788,0.0009339538,0.006684468,0.003194012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987947,0.0004373076,0.00003213581,0.0003949057,0.0004206349,0.01010702,0.00003493321,0.0004365392,0.0001894896],"genre_scores_gemma":[0.9917708,0.000002198097,0.0009580408,0.00007967525,0.00009784255,0.006317011,0.0003186867,0.00008439521,0.0003713739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5897053,"threshold_uncertainty_score":0.9999217,"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."}}