{"id":"W2486266662","doi":"10.1002/lt.24517","title":"Hepatic encephalopathy expands the predictivity of model for end‐stage liver disease in liver transplant setting: Evidence by means of 2 independent cohorts","year":2016,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Liver transplantation; Hepatic encephalopathy; Internal medicine; Liver disease; Model for End-Stage Liver Disease; Cirrhosis; Hazard ratio; Gastroenterology; Cohort; Transplantation; Hepatocellular carcinoma; Confidence interval; Encephalopathy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004732529,0.0002540627,0.000380518,0.000155448,0.0000692029,0.000008720976,0.0001727643,0.0001117834,0.00006848879],"category_scores_gemma":[0.00001867759,0.0001686349,0.0002012293,0.0001567476,0.0001790843,0.0005548713,0.000006577177,0.0001212886,0.000002780147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006930564,"about_ca_system_score_gemma":0.0002295824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004722586,"about_ca_topic_score_gemma":0.0004756476,"domain_scores_codex":[0.9978612,0.0001688947,0.000588407,0.0004288705,0.0006541924,0.0002984305],"domain_scores_gemma":[0.9984347,0.0007204228,0.0002268828,0.0002935272,0.0001522531,0.0001722359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01687934,0.00111062,0.8502119,0.0107507,0.0004095587,0.0004915553,0.0377621,0.001483764,0.076645,0.000506491,0.00003885481,0.003710095],"study_design_scores_gemma":[0.005614059,0.0005261308,0.7934722,0.004550172,0.003547359,0.00002915468,0.0001189858,0.1294792,0.0621689,0.0001536428,0.000004099943,0.0003360138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8511197,0.001077215,0.1428344,0.0001463248,0.00005412382,0.001475118,0.003228041,0.00003206121,0.00003303702],"genre_scores_gemma":[0.9829653,0.01596867,0.0002633017,0.00008347379,0.00003092008,0.0001940629,0.0003645401,0.00002660927,0.0001031203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1425711,"threshold_uncertainty_score":0.6876731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02293500487673632,"score_gpt":0.2607605863558262,"score_spread":0.2378255814790898,"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."}}