{"id":"W4398217070","doi":"10.1111/his.15212","title":"Severe acute liver disease in adults: Contemporary role of histopathology","year":2024,"lang":"en","type":"review","venue":"Histopathology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University; Hospital for Sick Children","funders":"","keywords":"Medicine; Liver biopsy; Liver transplantation; Context (archaeology); Biopsy; Liver disease; Autoimmune hepatitis; Liver injury; Hepatitis; Chronic liver disease; Disease; Pathology; Intensive care medicine; Internal medicine; Transplantation; Cirrhosis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001608922,0.0006519538,0.003079796,0.0007562286,0.00002978725,0.00000559646,0.0002342887,0.0004966978,0.0002001014],"category_scores_gemma":[0.0000611218,0.0005087329,0.00105143,0.0003285555,0.0003075528,0.00005553513,0.000202797,0.0005683867,0.0005490183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007029232,"about_ca_system_score_gemma":0.001352667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001270804,"about_ca_topic_score_gemma":0.00001813294,"domain_scores_codex":[0.9969954,0.0003319519,0.001049301,0.001006368,0.0002223772,0.0003946289],"domain_scores_gemma":[0.9982291,0.0001054907,0.0003861073,0.000855942,0.00008260302,0.0003407837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001418742,0.004971653,0.01841306,0.1439935,0.0004289381,0.2272467,0.001781311,2.803719e-7,0.000004878665,0.00321751,0.01767097,0.5808524],"study_design_scores_gemma":[0.001219831,0.0004789339,0.009763738,0.02452116,0.009427353,0.00131564,0.0000219559,0.000004661339,2.826806e-7,0.0001567264,0.9526359,0.0004537488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006886842,0.9929139,6.252855e-7,0.00008054154,0.0005821671,0.001586511,0.0009849302,0.00008533008,0.003077314],"genre_scores_gemma":[0.005012981,0.9911085,0.00007742617,0.0001622967,0.0001509764,0.0007811891,0.001155284,0.0001143684,0.001436975],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.934965,"threshold_uncertainty_score":0.9997364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02748032977955695,"score_gpt":0.3066299003739647,"score_spread":0.2791495705944078,"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."}}