{"id":"W2984111604","doi":"10.1097/xce.0000000000000174","title":"DiRECT and indirect paths to reducing cardiovascular risk in diabetes: insights from Diabetes UK 2019","year":2019,"lang":"en","type":"article","venue":"Cardiovascular Endocrinology & Metabolism","topic":"Diet and metabolism studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diabetes mellitus; Type 2 diabetes; Disease; Intensive care medicine; Randomized controlled trial; Translational research; Gerontology; Internal medicine; Endocrinology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008655342,0.0008076419,0.004405493,0.000933265,0.0001708011,0.00005763993,0.0003455975,0.0003292286,0.00005169335],"category_scores_gemma":[0.0007154309,0.0007101726,0.002295046,0.0008855793,0.0002359321,0.0002146839,0.0005600397,0.0007920151,0.000328736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008849026,"about_ca_system_score_gemma":0.0001041401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009248256,"about_ca_topic_score_gemma":0.00002130595,"domain_scores_codex":[0.994263,0.0008287092,0.0007645534,0.001822058,0.0008552657,0.00146639],"domain_scores_gemma":[0.9965503,0.0002866685,0.0001368828,0.00237508,0.000217612,0.0004334357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002123252,0.0003059958,0.6908934,0.0003199279,0.05744862,0.0006119186,0.00520088,0.001256884,0.03079511,0.0002815581,0.001647701,0.2110257],"study_design_scores_gemma":[0.004432117,0.00008852317,0.7628068,0.0001800186,0.005428665,0.00001025664,0.0002921312,0.00001764521,0.01713444,0.0001531855,0.2087739,0.0006823502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6466703,0.3471887,0.00001464797,0.00007417159,0.001907505,0.001138433,0.00005575957,0.0001419121,0.002808466],"genre_scores_gemma":[0.9716052,0.02536581,0.0008416,0.0004227223,0.0009404082,0.0003142234,0.000063616,0.0001246366,0.000321741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3249349,"threshold_uncertainty_score":0.999535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008398355181908642,"score_gpt":0.2144315042337427,"score_spread":0.206033149051834,"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."}}