{"id":"W2891497594","doi":"10.2196/10321","title":"Mobile App for Improved Self-Management of Type 2 Diabetes: Multicenter Pragmatic Randomized Controlled Trial","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":221,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Manitoba; Women's College Hospital; University of Toronto","funders":"","keywords":"Randomized controlled trial; Medicine; mHealth; Self-management; Diabetes mellitus; Intervention (counseling); Population; Diabetes management; Clinical trial; Type 2 diabetes; Medical prescription; Physical therapy; Psychological intervention; Health care; Family medicine; Gerontology; Internal medicine; Nursing; Environmental health; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00678764,0.002751182,0.005211054,0.0009786669,0.001161813,0.001681906,0.001491684,0.003592341,0.009101678],"category_scores_gemma":[0.01018162,0.001108648,0.004358014,0.0009292601,0.001805286,0.001727044,0.001446876,0.00262702,0.0008057726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578187,"about_ca_system_score_gemma":0.002848019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002280486,"about_ca_topic_score_gemma":0.003282222,"domain_scores_codex":[0.9939506,0.00404897,0.0004735233,0.0006508544,0.0004560492,0.000419998],"domain_scores_gemma":[0.9960121,0.001472936,0.001125462,0.0002825937,0.0004402623,0.0006666043],"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":[0.9723179,0.01234448,0.0005891455,0.002520463,0.002185359,0.00004962122,0.0001005935,0.000159511,0.0005079207,0.0001432335,0.000608666,0.008473092],"study_design_scores_gemma":[0.9650558,0.03292086,0.0006605111,0.0001134873,0.0006484984,0.00001132481,0.00002469747,0.0001496771,0.00005980492,0.00009393312,0.0002523848,0.000008928067],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8608149,0.009556689,0.002763117,0.002026811,0.00259291,0.1160671,0.002273379,0.000287754,0.003617385],"genre_scores_gemma":[0.8481442,0.003023637,0.009658359,0.002547793,0.001232025,0.1321312,0.0007574963,0.00003169751,0.002473577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009101678,"threshold_uncertainty_score":0.0358969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902263157372425,"score_gpt":0.4240665460174599,"score_spread":0.3950439144437357,"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."}}