{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004213445,0.0004178566,0.0007182628,0.0006033418,0.002904791,0.006615384,0.0007079229,0.002852401,0.004746641],"category_scores_gemma":[0.01845183,0.0001775613,0.0003570489,0.0004929479,0.01178177,0.008983025,0.004255123,0.01288843,0.001910013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00152098,"about_ca_system_score_gemma":0.003360366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001794852,"about_ca_topic_score_gemma":0.001653904,"domain_scores_codex":[0.996637,0.00181318,0.0001426132,0.0001567353,0.0009078086,0.000342682],"domain_scores_gemma":[0.9905786,0.002710424,0.001185282,0.0006798307,0.001810608,0.003035263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002879353,0.0004937166,0.02784117,0.001019596,0.0003359458,0.005614515,0.04341005,0.0002104308,0.003109325,0.2223731,0.43142,0.2638842],"study_design_scores_gemma":[0.00006127524,0.0002099329,0.007706221,0.001747721,0.0001048779,0.009425958,0.05192042,0.0002055771,0.0007767944,0.2224127,0.7052894,0.0001391345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02663454,0.03587245,0.005076312,0.8579028,0.01627111,0.00001772886,0.00005701918,0.0001359495,0.05803202],"genre_scores_gemma":[0.6233146,0.03462985,0.005303842,0.2931085,0.0157587,0.00005098448,0.000138735,0.0001916139,0.02750315],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006615384,"threshold_uncertainty_score":0.02228308,"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."}}