{"id":"W3170624852","doi":"10.1007/s11064-021-03372-4","title":"Hepatic Encephalopathy: From Metabolic to Neurodegenerative","year":2021,"lang":"en","type":"review","venue":"Neurochemical Research","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Hepatic encephalopathy; Liver transplantation; Neurology; Encephalopathy; Disease; Chronic liver disease; Liver disease; Intensive care medicine; Pathophysiology; Chronic traumatic encephalopathy; Transplantation; Internal medicine; Cirrhosis; Psychiatry; Poison control; Injury prevention","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002516553,0.0003412307,0.001506263,0.00045181,0.0000909571,0.0000761688,0.000315576,0.0002417356,0.0003881672],"category_scores_gemma":[0.0005620964,0.0002759722,0.0004350758,0.001606939,0.00008459717,0.00005156014,0.0001813323,0.001369275,0.0006963828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007420243,"about_ca_system_score_gemma":0.001116919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005461347,"about_ca_topic_score_gemma":0.000002452784,"domain_scores_codex":[0.9959389,0.0007643709,0.0004622341,0.0009920624,0.001293434,0.0005490028],"domain_scores_gemma":[0.9969941,0.001191467,0.00004959257,0.0006670883,0.0003618888,0.0007358806],"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":[0.0001288868,0.0004390954,0.00005661172,0.01066858,0.0007757217,0.003221013,0.0005229243,1.693466e-7,0.004490738,0.0003250874,0.002480526,0.9768906],"study_design_scores_gemma":[0.0003612528,0.0001453946,0.00009026403,0.008694954,0.002739138,0.0000497018,0.00001651188,0.000006731698,0.005322963,0.00005136257,0.9822243,0.0002974057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004320208,0.9930208,0.00002258825,0.0001313734,0.0001278307,0.001160954,0.0002268214,0.00004591032,0.0009435687],"genre_scores_gemma":[0.000728245,0.9957654,0.0001659996,0.0003221076,0.0006843682,0.000343819,0.001474726,0.00007985655,0.0004354932],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9797438,"threshold_uncertainty_score":0.9999692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2369815350832492,"score_gpt":0.4992433637962536,"score_spread":0.2622618287130045,"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."}}