{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001264071,0.0001642447,0.0003859142,0.00004899978,0.00009135055,0.00001999418,0.00005396953,0.00005229835,0.000005363032],"category_scores_gemma":[0.00004387138,0.00009056001,0.00004593043,0.0001943193,0.00009174927,0.00008769237,0.00007058615,0.00006773884,0.000004293967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001143666,"about_ca_system_score_gemma":0.0000652543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003827711,"about_ca_topic_score_gemma":0.00001472098,"domain_scores_codex":[0.999029,0.00003947544,0.0001854765,0.0002728267,0.0002890362,0.0001842075],"domain_scores_gemma":[0.9994184,0.00003312294,0.00008606854,0.0002040696,0.0001456487,0.0001127341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003422606,0.001502383,0.9778612,0.00009363879,0.0002875098,2.979305e-7,0.001532689,0.000002879192,0.0004363726,0.00591807,0.0003279228,0.01169484],"study_design_scores_gemma":[0.002682605,0.0003571403,0.9218186,0.00003352986,0.0002846325,6.22312e-7,0.00006051964,0.00002425993,0.000446407,0.0000671436,0.07412668,0.0000978744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917965,0.0009001149,0.000001680753,0.0004724408,0.0001800837,0.001140048,0.00004232104,0.00001997527,0.00544685],"genre_scores_gemma":[0.9936541,0.0003297834,0.003594033,0.0004081902,0.00009203416,0.00004755481,0.00009413496,0.00001127617,0.001768928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07379876,"threshold_uncertainty_score":0.369293,"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."}}