{"id":"W2607827413","doi":"10.1111/liv.13365","title":"Liver transplant in acute‐on‐chronic liver failure: Evaluating the impact of organ dysfunction","year":2017,"lang":"en","type":"letter","venue":"Liver International","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Liver failure; Liver transplantation; Intensive care medicine; Organ dysfunction; Gastroenterology; Internal medicine; Transplantation; Sepsis","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":[0.0002481917,0.0003770891,0.0004109415,0.0003511099,0.0001095472,0.00006566493,0.0004999779,0.0004301858,0.002336779],"category_scores_gemma":[0.00002042689,0.0002581484,0.0004558906,0.00008956615,0.0001383845,0.0002569874,0.0000344196,0.001286561,0.0002410598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005969313,"about_ca_system_score_gemma":0.0005105752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001261259,"about_ca_topic_score_gemma":0.000110914,"domain_scores_codex":[0.9975902,0.0001445759,0.0004388113,0.0004794161,0.0010373,0.0003096265],"domain_scores_gemma":[0.998539,0.0002447956,0.0003791882,0.0005049946,0.0002704489,0.00006151613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01080769,0.001509449,0.07741834,0.003651106,0.02966868,0.02950731,0.01501729,0.0009873392,0.008223449,0.0004522831,0.8008153,0.02194169],"study_design_scores_gemma":[0.02093607,0.008707079,0.8730995,0.01096893,0.01299003,0.002837481,0.0001181764,0.04810231,0.00373394,0.000342448,0.01615539,0.002008671],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8884732,0.001903529,0.000480241,0.09155167,0.002765374,0.00311325,0.003327784,0.000144823,0.008240147],"genre_scores_gemma":[0.9777464,0.00130049,0.0000691951,0.01168903,0.003378694,0.00006610933,0.003459824,0.000064145,0.002226125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7956811,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460330682946798,"score_gpt":0.3309553039432617,"score_spread":0.2963519971137937,"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."}}