{"id":"W4205809986","doi":"10.1002/hep4.1889","title":"Noninvasive Prediction of Outcomes in Autoimmune Hepatitis–Related Cirrhosis","year":2022,"lang":"en","type":"article","venue":"Hepatology Communications","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Astellas Pharma; Instituto de Salud Carlos III; Gilead Sciences","keywords":"Medicine; Cirrhosis; Portal hypertension; Autoimmune hepatitis; Internal medicine; Gastroenterology; Cohort; Cutoff; Hepatitis","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":[0.001647924,0.0004751082,0.0004269258,0.0008364474,0.0002008059,0.0006282356,0.0002948455,0.0004304252,0.0008036271],"category_scores_gemma":[0.005339,0.0002076864,0.0004853411,0.0005147672,0.0003035713,0.000478076,0.000696294,0.0005710233,0.000254993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002192624,"about_ca_system_score_gemma":0.0003221784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008546758,"about_ca_topic_score_gemma":0.001038341,"domain_scores_codex":[0.9993537,0.0003236988,0.00005805997,0.00006909959,0.000111457,0.00008396352],"domain_scores_gemma":[0.9974745,0.000961806,0.0008341792,0.0001816817,0.0001928647,0.0003550069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003409057,0.00003481267,0.9973967,0.000005403307,0.00002851521,0.00006558595,0.00001546879,0.0001947186,0.00009306391,0.00001679006,0.00004953695,0.00175839],"study_design_scores_gemma":[0.00003487375,0.0005730739,0.9930253,0.00001347214,0.00005879816,0.0003897545,0.0001045818,0.005163756,0.000184504,0.0002187876,0.0002221427,0.00001090229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990657,0.0002504568,0.0002300483,0.00004115961,0.000008072978,0.000006768372,0.0001094694,0.00000401824,0.0002843235],"genre_scores_gemma":[0.9995516,0.00006146851,0.00008676951,0.000008206225,0.00001537937,0.000006052727,0.0002090664,0.000001486634,0.00005989532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001647924,"threshold_uncertainty_score":0.008715153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03107167608971215,"score_gpt":0.2855220136127639,"score_spread":0.2544503375230517,"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."}}