{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003960007,0.002327977,0.005526368,0.001348306,0.001115837,0.001861929,0.001286329,0.004689417,0.01408806],"category_scores_gemma":[0.0064192,0.001222962,0.003873746,0.001250397,0.001642171,0.001784539,0.001239769,0.002852506,0.001551305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000962004,"about_ca_system_score_gemma":0.002381959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002379605,"about_ca_topic_score_gemma":0.002888467,"domain_scores_codex":[0.9967056,0.001662143,0.000444553,0.0005295459,0.0003063269,0.0003518545],"domain_scores_gemma":[0.9977755,0.0007666971,0.0005493619,0.0001889037,0.0002309903,0.0004885056],"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":[0.9737614,0.007899783,0.0003427081,0.00352403,0.002219696,0.00004758659,0.00005863866,0.00012846,0.0006028283,0.0001010645,0.000569226,0.0107446],"study_design_scores_gemma":[0.9825848,0.01588521,0.0003815594,0.0001243881,0.0006098142,0.000008448904,0.00001339901,0.00006826622,0.0000572291,0.00004697505,0.0002137004,0.000006244773],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8244324,0.02675255,0.004854898,0.003297031,0.007072524,0.121809,0.004440147,0.001020098,0.006321503],"genre_scores_gemma":[0.8137289,0.01200653,0.01107907,0.004251869,0.003238154,0.1469423,0.001571717,0.00007859696,0.007102817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01408806,"threshold_uncertainty_score":0.04712927,"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."}}