{"id":"W3194320882","doi":"10.14740/gr1445","title":"Non-Invasive Assessment of Liver Fibrosis and Steatosis in End-Stage Renal Disease Patients Undergoing Renal Transplant Evaluation","year":2021,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Steatosis; Internal medicine; Fatty liver; Gastroenterology; Transient elastography; Dyslipidemia; Fibrosis; Diabetes mellitus; Liver disease; Disease; Liver fibrosis; Endocrinology","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":[0.0006245276,0.000141985,0.0003157588,0.0002775064,0.00007861986,0.00001789089,0.00006697342,0.00005889251,0.0003973588],"category_scores_gemma":[0.0001068667,0.0001267217,0.00009570004,0.0001769609,0.0001681805,0.00008694931,0.0001085763,0.0002423702,0.000003544183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002560376,"about_ca_system_score_gemma":0.0006761178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001068963,"about_ca_topic_score_gemma":0.0007419668,"domain_scores_codex":[0.9973496,0.000588418,0.000319203,0.0004595837,0.0008402623,0.0004429274],"domain_scores_gemma":[0.9986065,0.0002994856,0.00006308604,0.0002752686,0.0004548073,0.0003008621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001148743,0.00173951,0.9934561,0.0002692069,0.000226665,0.0004929979,0.0002913857,0.00004586322,0.001656744,0.00002697081,0.0001129206,0.0005329098],"study_design_scores_gemma":[0.007056926,0.001307937,0.9877974,0.0005704839,0.0002646417,0.000008205981,0.0001112698,0.001185224,0.001618395,0.00002430513,0.000004607815,0.00005059982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980765,0.000274421,0.00002828841,0.0005159636,0.00002662262,0.0007340685,0.0002243297,0.000005387951,0.0001144158],"genre_scores_gemma":[0.9979295,0.0008495449,0.0002827368,0.00009901063,0.0000236187,0.0002350851,0.0005278265,0.00001382193,0.00003886465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005908184,"threshold_uncertainty_score":0.5167561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04778259372685729,"score_gpt":0.3569793496377967,"score_spread":0.3091967559109394,"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."}}