{"id":"W4285074161","doi":"10.2196/23261","title":"Effects of Feedback From Self-Monitoring Devices on Lifestyle Changes in Workers with Diabetes: 3-Month Randomized Controlled Pilot Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Natural Resources and Energy; Japan Society for the Promotion of Science; Ministry of Economy, Trade and Industry","keywords":"Medicine; Self-monitoring; Diabetes mellitus; Randomized controlled trial; Psychological intervention; Blood Glucose Self-Monitoring; Physical therapy; Blood glucose monitoring; Intervention (counseling); Blood pressure; mHealth; Digital health; Internal medicine; Continuous glucose monitoring; Nursing; Health care; Type 1 diabetes; Endocrinology; Psychology","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":[0.005025337,0.0022047,0.004457264,0.0009543493,0.001192045,0.001111651,0.00151191,0.003750938,0.007587007],"category_scores_gemma":[0.006511752,0.001157799,0.002961374,0.0007853486,0.001531535,0.001334422,0.0009711657,0.003063489,0.0008761244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161471,"about_ca_system_score_gemma":0.002464293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002657877,"about_ca_topic_score_gemma":0.003193983,"domain_scores_codex":[0.9966289,0.001833956,0.0003467732,0.0005078075,0.0002829522,0.0003994964],"domain_scores_gemma":[0.9951519,0.001892367,0.001047521,0.0004177036,0.0004520831,0.001038449],"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":[0.9444522,0.04064481,0.0006925248,0.000931895,0.0007591157,0.00003038834,0.00009218394,0.0001545798,0.0005526723,0.00002587327,0.0003419008,0.01132187],"study_design_scores_gemma":[0.9237065,0.07380058,0.001738901,0.00004799983,0.0002759814,0.000005660437,0.00002005613,0.0001497625,0.0001287849,0.00002629672,0.00009232148,0.000007237608],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701256,0.002568133,0.00100684,0.0006020654,0.0009488964,0.02252779,0.0008897355,0.0002606396,0.001070301],"genre_scores_gemma":[0.9455621,0.002092954,0.004443478,0.000861811,0.0008515959,0.04359608,0.0006383584,0.00002603861,0.001927625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007587007,"threshold_uncertainty_score":0.02657688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05098765464650106,"score_gpt":0.4446587943590304,"score_spread":0.3936711397125293,"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."}}