{"id":"W3212210403","doi":"10.2196/23243","title":"A 12-Month Follow-Up of the Effects of a Digital Diabetes Prevention Program (VP Transform for Prediabetes) on Weight and Physical Activity Among Adults With Prediabetes: Secondary Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Prediabetes; Medicine; Type 2 diabetes; Diabetes mellitus; Weight loss; Physical therapy; Overweight; Internal medicine; Gerontology; Endocrinology; Obesity","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":[0.002742577,0.0006158486,0.001286298,0.001601349,0.001087408,0.0006444163,0.0006158738,0.0009682328,0.00270042],"category_scores_gemma":[0.003691402,0.0005424196,0.003057745,0.001202272,0.0002672664,0.0006847375,0.001023565,0.001515687,0.000568234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006867716,"about_ca_system_score_gemma":0.0009671993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01020467,"about_ca_topic_score_gemma":0.01277108,"domain_scores_codex":[0.9987782,0.0004380372,0.0001387235,0.0002067656,0.0002316274,0.0002067598],"domain_scores_gemma":[0.9970683,0.0006454181,0.0007922536,0.00027057,0.0005926088,0.000630796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03090056,0.009611099,0.9367688,0.0003513969,0.002683693,0.0001406181,0.0006041888,0.0004675435,0.0008936948,0.00004242998,0.001493105,0.01604294],"study_design_scores_gemma":[0.001386278,0.00864971,0.9881087,0.00002255585,0.0006421463,0.00003837132,0.0002291618,0.0003564939,0.000181341,0.00001537071,0.0003544341,0.00001551221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970167,0.0001189695,0.0001469005,0.00003127382,0.00001473809,0.0003651391,0.001795361,0.00001131918,0.0004995605],"genre_scores_gemma":[0.9950343,0.00008528309,0.0002866837,0.00006395295,0.00002946666,0.0008899588,0.00282217,0.000005345959,0.0007828442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01020467,"threshold_uncertainty_score":0.02029055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009415183231279363,"score_gpt":0.3237866347851822,"score_spread":0.3143714515539028,"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."}}