{"id":"W3119573168","doi":"10.2196/23338","title":"Efficiency of an mHealth App and Chest-Wearable Remote Exercise Monitoring Intervention in Patients With Type 2 Diabetes: A Prospective, Multicenter Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"West China Hospital, Sichuan University; Department of Science and Technology of Sichuan Province","keywords":"mHealth; Wearable computer; Randomized controlled trial; Medicine; Type 2 diabetes; Physical therapy; Intervention (counseling); Wearable technology; Telemedicine; Diabetes mellitus; Psychological intervention; Computer science; Health care; Internal medicine; Nursing","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":[0.004447152,0.0003991281,0.002417426,0.000376185,0.0008120624,0.00002205767,0.0001480248,0.0003441469,0.00004773261],"category_scores_gemma":[0.0006488747,0.0003138325,0.0001094857,0.00077134,0.0002016158,0.0002607996,0.00008997911,0.001036322,0.000008105114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003428691,"about_ca_system_score_gemma":0.002019467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007475558,"about_ca_topic_score_gemma":0.0002859788,"domain_scores_codex":[0.9924746,0.00210218,0.002624977,0.0009065065,0.0005081486,0.00138355],"domain_scores_gemma":[0.9949959,0.001011761,0.001490247,0.000579018,0.0007480656,0.001175029],"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":[0.7755737,0.002058704,0.169516,0.01051392,0.00003211526,0.000001994457,0.002590743,0.000004987871,0.000004939276,0.0002542399,0.00003212004,0.03941653],"study_design_scores_gemma":[0.7771834,0.001497012,0.2164612,0.001981302,0.0001434949,5.009617e-7,0.0008897762,0.001260105,0.00000903424,0.0002055753,0.0001523733,0.0002161967],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661207,0.004967777,0.00008165668,0.0004227877,0.0007435016,0.027263,0.00002225596,0.00009248096,0.0002858715],"genre_scores_gemma":[0.9846625,0.005984354,0.001894466,0.0004133794,0.0002274829,0.00649131,0.00006852299,0.00005952519,0.0001985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04694521,"threshold_uncertainty_score":0.9999314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02632510673291006,"score_gpt":0.3945587902880268,"score_spread":0.3682336835551168,"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."}}