{"id":"W2892897237","doi":"10.1159/000493291","title":"Comorbidities as an Indication for Metabolic Surgery","year":2018,"lang":"en","type":"review","venue":"Visceral Medicine","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dyslipidemia; Steatohepatitis; Cirrhosis; Type 2 Diabetes Mellitus; Glycemic; Fatty liver; Diabetes mellitus; Intensive care medicine; Surgery; Disease; Internal medicine; Endocrinology","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":[0.0004067692,0.0005113911,0.002866231,0.0004937915,0.0001183094,0.00001906259,0.0001416956,0.0002518699,0.0008973207],"category_scores_gemma":[0.0003388016,0.0003131439,0.0006297105,0.0002766176,0.000245802,0.00008871329,0.0000296293,0.0001649461,0.0002473911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120516,"about_ca_system_score_gemma":0.0006048188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001302088,"about_ca_topic_score_gemma":0.000006265971,"domain_scores_codex":[0.9977483,0.0001310326,0.0007568353,0.0005791542,0.0004268342,0.0003578654],"domain_scores_gemma":[0.9976758,0.000569479,0.0004388817,0.0006506204,0.000190975,0.0004741999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006639239,0.0005338771,0.0001773785,0.01471941,0.001213115,0.00005515376,0.0001596382,3.882172e-9,1.427523e-7,0.001259029,0.07490097,0.9069149],"study_design_scores_gemma":[0.0009120089,0.001021934,0.0006969029,0.01872653,0.01066869,0.0000941297,0.00003376386,0.000001672315,0.000004105907,0.0002297553,0.9673497,0.0002608106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003237037,0.9947315,0.000007326717,0.0006259712,0.000833276,0.002351512,0.0001611104,0.0001055495,0.0008600907],"genre_scores_gemma":[0.0002375518,0.9864028,0.00007799,0.0008276942,0.00451877,0.001393888,0.005568474,0.00009945215,0.0008734295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9066541,"threshold_uncertainty_score":0.9999321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1655147417451593,"score_gpt":0.4403215893129598,"score_spread":0.2748068475678005,"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."}}