{"id":"W3203540132","doi":"10.1002/lt.26311","title":"The Prediction of In‐Hospital Mortality in Decompensated Cirrhosis with Acute‐on‐Chronic Liver Failure","year":2021,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto General Hospital; University of Toronto","funders":"Grifols; Mallinckrodt Pharmaceuticals","keywords":"Medicine; Cirrhosis; Acute decompensated heart failure; Liver transplantation; Liver failure; Internal medicine; Intensive care medicine; Gastroenterology; Heart failure; Transplantation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001702836,0.0004216092,0.0003199808,0.0006306773,0.0002482649,0.0005842138,0.000319594,0.000334938,0.000657865],"category_scores_gemma":[0.004321217,0.0001973458,0.0003745609,0.0004095899,0.0002794706,0.0003540044,0.0006481558,0.0004823623,0.0001332477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003774259,"about_ca_system_score_gemma":0.0003228943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003010863,"about_ca_topic_score_gemma":0.005427566,"domain_scores_codex":[0.9993041,0.000334471,0.00007562293,0.00008015111,0.0001195112,0.0000861324],"domain_scores_gemma":[0.9973309,0.0009473534,0.0008793153,0.0001096493,0.0002090946,0.0005235965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001930988,0.00002555808,0.9988863,0.000003220703,0.00002069182,0.000008998071,0.00001156739,0.00006769374,0.00004592262,0.000003605613,0.00002397894,0.000709429],"study_design_scores_gemma":[0.00002194583,0.0003097316,0.9977719,0.000006071304,0.00001816211,0.00007445122,0.00008136286,0.001581804,0.00007116839,0.00001717702,0.00004249951,0.00000371897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997329,0.00005525705,0.00004577847,0.00001848316,0.000003223402,0.000003188457,0.00004766559,0.000001337773,0.00009212112],"genre_scores_gemma":[0.9997172,0.00002542736,0.00007078009,0.000008223475,0.00000535819,0.000002603602,0.0001382991,4.049809e-7,0.0000316624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003010863,"threshold_uncertainty_score":0.009005547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009413237007554788,"score_gpt":0.2354625580636369,"score_spread":0.2260493210560822,"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."}}