{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008768167,0.0002272786,0.0003669467,0.0006569179,0.0003083657,0.0005128351,0.0002155138,0.0002693119,0.001143862],"category_scores_gemma":[0.002016321,0.0001075588,0.0002575257,0.0005370114,0.0002155218,0.000421288,0.000440909,0.0004435319,0.0001907264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002221605,"about_ca_system_score_gemma":0.0003657256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005791478,"about_ca_topic_score_gemma":0.001351569,"domain_scores_codex":[0.9993951,0.0002042272,0.00009958319,0.00006773882,0.0001496025,0.00008369072],"domain_scores_gemma":[0.9979727,0.000366088,0.00107729,0.00004654504,0.000173224,0.0003641832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001217358,0.00003262754,0.9984953,0.00001381044,0.0000099583,0.0001073444,0.00002475898,0.00001662964,0.0001172116,0.000004732514,0.00002148068,0.001034445],"study_design_scores_gemma":[0.000009359895,0.000334659,0.9980158,0.00001612128,0.00001983191,0.001037298,0.0001630538,0.0001290386,0.0001278303,0.00001728993,0.0001265124,0.000003186291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987558,0.0004753468,0.00008657856,0.00003455981,0.000003671959,0.00001413099,0.0001034713,0.000001801508,0.0005245664],"genre_scores_gemma":[0.999474,0.000150908,0.0001283692,0.00002797783,0.00001241697,0.00001165896,0.0001223603,6.548304e-7,0.00007173719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001143862,"threshold_uncertainty_score":0.004637063,"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."}}