{"id":"W4238571163","doi":"10.2196/preprints.10321","title":"Mobile App for Improved Self-Management of Type 2 Diabetes: Multicenter Pragmatic Randomized Controlled Trial (Preprint)","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Manitoba; University of Toronto; Women's College Hospital","funders":"","keywords":"Randomized controlled trial; Medicine; Diabetes mellitus; Intervention (counseling); Type 2 diabetes; Population; Diabetes management; Medical prescription; Clinical trial; Self-management; Psychological intervention; Family medicine; Physical therapy; Internal medicine; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004521305,0.001758277,0.003222522,0.0005739601,0.0008408412,0.001364314,0.0009484663,0.002922405,0.009752029],"category_scores_gemma":[0.00749633,0.0008164365,0.003751453,0.0005174717,0.001140094,0.001315336,0.0009794893,0.001980259,0.0008796058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081221,"about_ca_system_score_gemma":0.00217996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001965138,"about_ca_topic_score_gemma":0.002933284,"domain_scores_codex":[0.9965513,0.002351034,0.0002891393,0.0003462815,0.0002274559,0.0002347088],"domain_scores_gemma":[0.997619,0.0008909815,0.000666737,0.0001567802,0.0002519588,0.0004145154],"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":[0.9691662,0.01124191,0.0007604772,0.002868212,0.00231247,0.00004377164,0.00009378172,0.0001404087,0.000667042,0.0001609038,0.001240678,0.01130407],"study_design_scores_gemma":[0.9653859,0.03198896,0.001071544,0.0001285687,0.0006822763,0.00001024516,0.00002679982,0.0001339222,0.00009192766,0.00008235149,0.0003882576,0.000009062462],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9078548,0.007423398,0.001614648,0.00226114,0.002934132,0.07187809,0.002326632,0.0002531218,0.003454096],"genre_scores_gemma":[0.8825762,0.002799031,0.007765137,0.003061892,0.001560512,0.09804307,0.0009177186,0.00002934437,0.003247085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009752029,"threshold_uncertainty_score":0.03262383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02148429476095642,"score_gpt":0.3915747010921197,"score_spread":0.3700904063311632,"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."}}