{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001554614,0.0008199567,0.0007834493,0.00051032,0.0006079064,0.0004697937,0.0008771117,0.0009441638,0.002818463],"category_scores_gemma":[0.001747501,0.000473021,0.0008624874,0.0002222815,0.0005432767,0.0006160039,0.0008632965,0.001182098,0.0002892143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003697544,"about_ca_system_score_gemma":0.001357264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403991,"about_ca_topic_score_gemma":0.002597389,"domain_scores_codex":[0.9994091,0.000247868,0.00004021344,0.0001046034,0.00006985747,0.0001284101],"domain_scores_gemma":[0.9990288,0.0002765507,0.0001242427,0.00008402145,0.00006502241,0.0004214124],"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":[0.05153045,0.8017043,0.01728305,0.0009949127,0.0005243701,0.0003607512,0.001809138,0.0008423012,0.01305701,0.0001638993,0.001039181,0.1106905],"study_design_scores_gemma":[0.1040099,0.8194197,0.06981827,0.00006773173,0.0003235054,0.0001526314,0.0007115799,0.002095926,0.001762251,0.0001502256,0.001440701,0.00004745975],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973785,0.00003587546,0.0002877257,0.0000724555,0.0000219553,0.001893218,0.00006093718,0.00001884641,0.0002305696],"genre_scores_gemma":[0.9759996,0.0002607321,0.01200704,0.0005059593,0.0001007161,0.00995255,0.0002470097,0.000009815715,0.0009165689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002818463,"threshold_uncertainty_score":0.00942868,"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."}}