{"id":"W4318542842","doi":"10.14309/ctg.0000000000000565","title":"Acute Liver Failure: Biomarkers Evaluated by the Acute Liver Failure Study Group","year":2023,"lang":"en","type":"article","venue":"Clinical and Translational Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Liver failure; Internal medicine; Gastroenterology","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":[0.0005114678,0.0001997393,0.0003416369,0.00008608501,0.0001548463,0.00002150075,0.0001194704,0.00013494,0.0001936815],"category_scores_gemma":[0.000007774307,0.000135697,0.0002003089,0.0001934533,0.0003702942,0.0001143311,0.00002578642,0.0003077305,0.0001112245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004855321,"about_ca_system_score_gemma":0.00003267112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001838618,"about_ca_topic_score_gemma":0.000157837,"domain_scores_codex":[0.9980188,0.000367931,0.0005017804,0.0004644806,0.0003281124,0.0003189164],"domain_scores_gemma":[0.999132,0.0003187538,0.00007626854,0.0001857171,0.00008401178,0.0002032727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005778539,0.0007113863,0.9778166,0.00003630334,0.005690976,0.0004608842,0.0005828775,0.000005145861,0.000240009,0.00007072925,0.00697659,0.001629933],"study_design_scores_gemma":[0.009062035,0.00191453,0.9816168,0.00002039689,0.004034849,0.0001617518,0.0001457065,0.002243021,0.000006147285,0.0001574989,0.000546896,0.00009039068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868879,0.0001354204,0.0007274232,0.01089654,0.0001578679,0.0007881387,0.0002864857,0.00009462566,0.00002557357],"genre_scores_gemma":[0.9964805,0.0004386712,0.0001414835,0.001528204,0.0001402153,0.00005866271,0.001083451,0.00001919349,0.0001096441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009592555,"threshold_uncertainty_score":0.5533562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393549680292503,"score_gpt":0.3312040850289865,"score_spread":0.2972685882260614,"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."}}