{"id":"W3091688022","doi":"10.2196/19869","title":"A Mobile-Based Intervention for Dietary Behavior and Physical Activity Change in Individuals at High Risk for Type 2 Diabetes Mellitus: Randomized Controlled Trial","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transtheoretical model; Behavior change; Psychological intervention; Randomized controlled trial; Medicine; eHealth; Intervention (counseling); mHealth; Attrition; Physical therapy; Type 2 Diabetes Mellitus; Behavior change methods; Gerontology; Anthropometry; Diabetes mellitus; Nursing; Health care","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":[0.001791984,0.001704469,0.004376837,0.00101609,0.0007301871,0.001008347,0.00107619,0.00283039,0.01186152],"category_scores_gemma":[0.002861526,0.000700352,0.002583693,0.0008429696,0.0008071113,0.001002372,0.000803575,0.002120143,0.0009022016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008139783,"about_ca_system_score_gemma":0.001653133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002977051,"about_ca_topic_score_gemma":0.003384541,"domain_scores_codex":[0.998728,0.0005474557,0.0001548799,0.0002581531,0.00012161,0.0001899358],"domain_scores_gemma":[0.9992318,0.0002403276,0.0001711827,0.00004473987,0.00007625401,0.0002357487],"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":[0.9414166,0.01622937,0.0009127458,0.004265333,0.003221112,0.00005683868,0.00006699271,0.0002457098,0.0008596158,0.0001102295,0.000767694,0.03184772],"study_design_scores_gemma":[0.9757849,0.02104267,0.001390392,0.0001473064,0.00100247,0.000009542434,0.0000179918,0.000204263,0.0001014196,0.0000386841,0.0002537518,0.000006567143],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385949,0.01707919,0.002121252,0.001552274,0.003032999,0.03152401,0.002089507,0.0004593114,0.003546636],"genre_scores_gemma":[0.930937,0.008078387,0.005474666,0.001972704,0.001636781,0.04673534,0.001102474,0.00002568739,0.004036968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01186152,"threshold_uncertainty_score":0.03968078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187724863861353,"score_gpt":0.4730324480665009,"score_spread":0.3542599616803655,"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."}}