{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006458412,0.0004179252,0.002648904,0.0002709833,0.001429893,0.00001242727,0.000271102,0.0003820751,0.0001738088],"category_scores_gemma":[0.000365603,0.0003172537,0.0002646135,0.0004339401,0.0002760231,0.0001067985,0.0001033168,0.0005263842,0.00008000413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375649,"about_ca_system_score_gemma":0.00156455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007687255,"about_ca_topic_score_gemma":0.00003693908,"domain_scores_codex":[0.9925253,0.001381043,0.003357292,0.000717962,0.0003086214,0.001709795],"domain_scores_gemma":[0.992423,0.002763305,0.002121463,0.0007433438,0.0008040452,0.001144863],"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":[0.9378853,0.0009464416,0.0001546551,0.02424089,0.0002307114,2.012849e-7,0.003003541,4.78003e-7,0.00001305691,0.0100825,0.009451204,0.01399104],"study_design_scores_gemma":[0.9008989,0.002584105,0.0001466255,0.0004030771,0.0005132421,2.864107e-7,0.0007546784,0.006920193,0.000002927489,0.0009867505,0.0865605,0.0002286859],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6613205,0.006325551,0.00272119,0.004029196,0.006438707,0.3093486,0.0002482268,0.0008010271,0.00876703],"genre_scores_gemma":[0.6753761,0.01173012,0.01764505,0.008186993,0.002094361,0.2823791,0.0002191588,0.0001380062,0.002231197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0771093,"threshold_uncertainty_score":0.9999279,"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."}}