{"id":"W2888401513","doi":"10.2196/diabetes.9333","title":"Outcomes of a Digitally Delivered Low-Carbohydrate Type 2 Diabetes Self-Management Program: 1-Year Results of a Single-Arm Longitudinal Study","year":2018,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diet and metabolism studies","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; University of Michigan","keywords":"Type 2 diabetes; Diabetes mellitus; Medicine; Dementia; Blindness; Gerontology; Amputation; Stroke (engine); Type 2 Diabetes Mellitus; Type 1 diabetes; Physical medicine and rehabilitation; Disease; Physical therapy; Internal medicine; Surgery; Endocrinology; Optometry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000279438,0.0003129387,0.00093407,0.0002400063,0.00006162623,0.00003034246,0.0002053837,0.0000678342,0.00002134903],"category_scores_gemma":[0.0001703181,0.00023921,0.0001835054,0.0006199147,0.0002758281,0.0001312057,0.0002667297,0.00009210142,0.00003380626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115565,"about_ca_system_score_gemma":0.00003514299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008203356,"about_ca_topic_score_gemma":0.00001295087,"domain_scores_codex":[0.9978217,0.00004684865,0.0006757223,0.0004357042,0.0005122674,0.0005077118],"domain_scores_gemma":[0.9982864,0.0001055151,0.0003070736,0.0005561631,0.0006213791,0.0001234277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003900449,0.01151338,0.969711,0.0005757876,0.00265089,0.000009884372,0.002149804,4.269966e-7,0.003537702,0.00006628134,0.001123855,0.008270934],"study_design_scores_gemma":[0.004700553,0.007658597,0.978952,0.0002652151,0.0007927441,5.07016e-8,0.0008745812,0.00001843712,0.004820844,0.00007586423,0.001596186,0.0002449465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875367,0.0003072371,2.339101e-7,0.00009594291,0.0003131589,0.002007377,0.00003373537,0.0001805317,0.009525064],"genre_scores_gemma":[0.9980363,0.00003562903,0.001147552,0.00004468096,0.0001285079,0.0001883953,0.00002161422,0.00003873941,0.0003586334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01049953,"threshold_uncertainty_score":0.9754701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255654460872228,"score_gpt":0.2920093112958101,"score_spread":0.2694527666870878,"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."}}