{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001955944,0.00009475641,0.0003645939,0.0002384343,0.0002888578,0.000002625747,0.0004374813,0.0000639923,0.0006922539],"category_scores_gemma":[0.0001150214,0.0001016187,0.0001258415,0.00044723,0.0002355289,0.00006324591,0.0006437445,0.0004876371,0.00001386939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720503,"about_ca_system_score_gemma":0.0002218591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003058393,"about_ca_topic_score_gemma":0.0001425207,"domain_scores_codex":[0.9986656,0.000436295,0.0004771808,0.0001292809,0.0001373119,0.0001543703],"domain_scores_gemma":[0.9979213,0.0002613237,0.0001693341,0.00151168,0.00009134515,0.0000449795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002904528,0.001038257,0.9927071,0.00001767175,0.0001431338,0.00001045543,0.0009019083,0.00001313554,0.0003809967,0.004173509,0.0002166634,0.0003681754],"study_design_scores_gemma":[0.001260277,0.0002310193,0.9904869,0.00002014153,0.0001387322,0.00009831535,0.000605253,0.004363147,0.00006141781,0.000442499,0.002225017,0.00006723577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989122,0.001539809,0.00001305938,0.004634804,0.0001277315,0.0003987418,0.000204864,0.0000654937,0.003893444],"genre_scores_gemma":[0.9969416,0.001175392,0.0004441796,0.0002937996,0.000001938255,0.0002333383,0.0005294335,0.00001358286,0.0003667199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007819563,"threshold_uncertainty_score":0.7579695,"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."}}