{"id":"W4408346265","doi":"10.1097/hep.0000000000001308","title":"Hepatic encephalopathy—We are no longer those who believe that reality is what we perceive","year":2025,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Hepatic encephalopathy; Medicine; Encephalopathy; Neuroscience; Psychology; Internal medicine; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001123283,0.0003195756,0.0007763274,0.0001501611,0.0001339503,0.00004859801,0.0001468408,0.0002337274,0.001034462],"category_scores_gemma":[0.00007827309,0.0002551834,0.0002617408,0.0002104184,0.0001843279,0.0002024632,0.0001214684,0.0002098339,0.0006511328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273406,"about_ca_system_score_gemma":0.0002487488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003793757,"about_ca_topic_score_gemma":0.000177364,"domain_scores_codex":[0.9981204,0.0001841405,0.0003255224,0.0006512415,0.000255745,0.0004629763],"domain_scores_gemma":[0.9984598,0.0002436568,0.0001285092,0.0007241869,0.0002053121,0.0002386011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002310443,0.0009043615,0.9432811,0.0004536992,0.0004166373,0.0009489915,0.002336545,2.117408e-7,0.00002161547,0.0005750183,0.03709773,0.0137331],"study_design_scores_gemma":[0.004718119,0.0007762629,0.9025092,0.004852749,0.002099541,0.0001202714,0.003872113,0.00107774,0.002800424,0.003477826,0.0730769,0.000618904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9146856,0.03893328,0.00002942092,0.03947157,0.0009871547,0.0009720416,0.00009820757,0.0001291574,0.004693539],"genre_scores_gemma":[0.9226661,0.06611069,0.00008251236,0.008457497,0.0000908045,0.0002303774,0.00006849047,0.00002235931,0.002271167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04077189,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589912855303492,"score_gpt":0.3176446302242626,"score_spread":0.2817455016712277,"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."}}