{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003861646,0.001806244,0.003787459,0.0006466274,0.001002068,0.001859611,0.001101166,0.002948037,0.00659435],"category_scores_gemma":[0.005862158,0.001218858,0.003925308,0.0007081857,0.001137656,0.001592064,0.0009637474,0.002630012,0.0006538863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008941925,"about_ca_system_score_gemma":0.001515598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001563293,"about_ca_topic_score_gemma":0.002242255,"domain_scores_codex":[0.9967912,0.001607978,0.0004631836,0.0006079357,0.0002716141,0.0002580548],"domain_scores_gemma":[0.9969552,0.001079933,0.0009335505,0.000203171,0.0002628619,0.0005653472],"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":[0.966659,0.01855578,0.001814274,0.001389623,0.002511023,0.00002442407,0.00007450728,0.00009536054,0.0005712705,0.00003258029,0.0002646508,0.008007573],"study_design_scores_gemma":[0.9025134,0.08949751,0.004991758,0.0001262856,0.002101646,0.00001573299,0.00004759123,0.0002432685,0.000172682,0.00003735197,0.0002350106,0.00001775269],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810302,0.004700652,0.0006908088,0.0005110828,0.0006694045,0.01040241,0.0006764419,0.00008686339,0.001232141],"genre_scores_gemma":[0.9706169,0.002535209,0.003547523,0.0009335545,0.0008142141,0.01971217,0.0005709922,0.00001912943,0.001250333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00659435,"threshold_uncertainty_score":0.02206033,"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."}}