{"id":"W2934926973","doi":"10.14341/omet10076","title":"Rational approach to patients treatment with type 2 diabetes and obesity: results of the All-Russian observational program «AURORA»","year":2019,"lang":"en","type":"article","venue":"Obesity and metabolism","topic":"Diet and metabolism studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill-Queen's University Press","funders":"","keywords":"Observational study; Type 2 diabetes; Obesity; Diabetes mellitus; Medicine; Internal medicine; Endocrinology","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":[0.002377278,0.000249553,0.0002965516,0.0004200425,0.0003734302,0.0002888558,0.0002366025,0.0002160742,0.0008048663],"category_scores_gemma":[0.00407654,0.0001533903,0.0006667617,0.0004065216,0.0001407907,0.0002440599,0.0004669605,0.0002907923,0.0001389206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003100827,"about_ca_system_score_gemma":0.0009586366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003712868,"about_ca_topic_score_gemma":0.003354523,"domain_scores_codex":[0.9986816,0.0008783415,0.0001214725,0.0001470249,0.0001111255,0.00006045323],"domain_scores_gemma":[0.9972228,0.0007953373,0.0008745044,0.0003560174,0.0004656486,0.0002857768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00442329,0.002170861,0.9697748,0.0001457101,0.000219411,0.00009701206,0.00049489,0.0001557168,0.0004701957,0.00006340926,0.0006560069,0.02132873],"study_design_scores_gemma":[0.0005997887,0.004069024,0.9917994,0.00004018114,0.0002900728,0.0001868772,0.0005779133,0.0004483236,0.0003114177,0.0000378101,0.001626111,0.00001314168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978424,0.0006056954,0.0002271996,0.00007942801,0.00001915362,0.0001151881,0.0006264994,0.000006907538,0.0004775012],"genre_scores_gemma":[0.9965623,0.0006976689,0.0007984214,0.00008150459,0.00005699789,0.0001672267,0.001301416,0.00000435672,0.0003301078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003712868,"threshold_uncertainty_score":0.01257235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689205343120597,"score_gpt":0.2514755660245989,"score_spread":0.2245835125933929,"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."}}