{"id":"W4205851478","doi":"10.2196/34465","title":"An Innovative, Paradigm-Shifting Lifestyle Intervention to Reduce Glucose Excursions With the Use of Continuous Glucose Monitoring to Educate, Motivate, and Activate Adults With Newly Diagnosed Type 2 Diabetes: Pilot Feasibility Study","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Virginia","keywords":"Glycemic; Medicine; Type 2 diabetes; Continuous glucose monitoring; Diabetes mellitus; Weight loss; Metabolic control analysis; Distress; Physical therapy; Obesity; Internal medicine; Endocrinology","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","sts"],"consensus_categories":[],"category_scores_codex":[0.001402832,0.0003818432,0.0006253509,0.0003051311,0.00193532,0.00005002396,0.0004488134,0.00007285435,0.00004668125],"category_scores_gemma":[0.0005836587,0.0002794629,0.0000338665,0.002504509,0.0001112691,0.0003347218,0.0003696488,0.0009617642,0.000008691866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003253318,"about_ca_system_score_gemma":0.0005395541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007994825,"about_ca_topic_score_gemma":0.0003907167,"domain_scores_codex":[0.9950861,0.00157156,0.0009281594,0.0008872756,0.000470489,0.001056463],"domain_scores_gemma":[0.9951618,0.001702882,0.0006963592,0.00108924,0.0006521366,0.0006976059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001422686,0.003291888,0.9612865,0.00044094,0.00006115612,0.000001703605,0.01492914,0.0002062569,0.003124161,0.0000459026,0.0009039447,0.01428575],"study_design_scores_gemma":[0.003318589,0.01094997,0.957483,0.0007733699,0.00004351641,3.988768e-7,0.0215406,0.00004162062,0.001227933,0.00001969209,0.004269226,0.0003320989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801729,0.0001312256,0.00001851314,0.002452732,0.0003033629,0.01659944,0.0001478199,0.0001581286,0.00001593252],"genre_scores_gemma":[0.9650073,0.00001849819,0.000765244,0.001025115,0.0001740955,0.03277834,0.00006905494,0.00008334925,0.00007897728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0161789,"threshold_uncertainty_score":0.9999657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06269885257857952,"score_gpt":0.3917333066397588,"score_spread":0.3290344540611793,"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."}}