{"id":"W3007413194","doi":"10.2196/15448","title":"A Wearable Technology Delivering a Web-Based Diabetes Prevention Program to People at High Risk of Type 2 Diabetes: Randomized Controlled Trial","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Medicine; Prediabetes; Type 2 diabetes; Physical therapy; Population; Psychological intervention; Motivational interviewing; mHealth; Waist; Diabetes mellitus; Body mass index; Nursing; Internal medicine; Environmental health","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":[0.00396753,0.0004378388,0.003066537,0.0004843604,0.001458977,0.00001271563,0.0002913172,0.0005625709,0.0002344028],"category_scores_gemma":[0.002200801,0.0003637704,0.0002511538,0.00161342,0.0001657696,0.00008511868,0.0001726628,0.001073283,0.0001461932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003517051,"about_ca_system_score_gemma":0.003351666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004312114,"about_ca_topic_score_gemma":0.0004972653,"domain_scores_codex":[0.9917787,0.002287931,0.002789876,0.0008712445,0.0004583847,0.001813819],"domain_scores_gemma":[0.9928254,0.002144051,0.001975018,0.0005811978,0.0005045492,0.001969712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9002648,0.0008694321,0.03659432,0.01209758,0.0001349541,5.645051e-7,0.001402454,0.00007968288,0.00009592374,0.001201255,0.003503992,0.04375505],"study_design_scores_gemma":[0.957329,0.005500842,0.003223205,0.0006748639,0.000451401,2.248747e-7,0.0002504763,0.01791394,0.00002482673,0.0005777059,0.01370287,0.0003506019],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219782,0.002849549,0.0001897658,0.02075509,0.0005757051,0.05282984,0.00007615161,0.0005407497,0.0002049611],"genre_scores_gemma":[0.909162,0.003913563,0.002796282,0.005631178,0.0003862783,0.07782199,0.00006421362,0.00007035572,0.0001541481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05706424,"threshold_uncertainty_score":0.9998814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03202629182974465,"score_gpt":0.3961453203560284,"score_spread":0.3641190285262838,"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."}}