{"id":"W4408294361","doi":"10.1097/lvt.0000000000000594","title":"Failure to rescue in acute liver failure: A multicenter cohort study","year":2025,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Liver transplantation; Complication; Retrospective cohort study; Surgery; Cohort; Sepsis; Cohort study; Internal medicine; Odds ratio; Transplantation","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":[],"consensus_categories":[],"category_scores_codex":[0.0006128979,0.000222255,0.0002454209,0.0003713616,0.000213391,0.00003367626,0.0002003341,0.0003290474,0.0002947303],"category_scores_gemma":[0.00001619206,0.000234532,0.00006820232,0.0005416187,0.00003707548,0.0002500971,0.00002506091,0.0007765973,0.0002797718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001376145,"about_ca_system_score_gemma":0.00005234664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007168294,"about_ca_topic_score_gemma":0.01077521,"domain_scores_codex":[0.9980395,0.0006396804,0.0003551479,0.0004494448,0.0001689073,0.0003472649],"domain_scores_gemma":[0.9994481,0.0001550333,0.00004672672,0.0001697663,0.00007156336,0.0001088176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003989032,0.002149734,0.8923561,0.000507684,0.0008469174,0.001308905,0.03017931,0.002327295,0.05165929,0.0006838004,0.001276023,0.01271589],"study_design_scores_gemma":[0.006420106,0.0002995192,0.9148933,0.0001382883,0.0009663869,0.00003316411,0.0007938535,0.004308391,0.05935346,0.00009522337,0.01221339,0.0004849405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918548,0.00003800923,0.002073419,0.0007815702,0.0006823725,0.00286192,0.00007127814,0.0001072669,0.001529312],"genre_scores_gemma":[0.9965704,0.000284024,0.0004152051,0.001553842,0.00006565822,0.0004476181,0.0000660103,0.00001517485,0.0005820589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02938546,"threshold_uncertainty_score":0.9563939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04455313017145196,"score_gpt":0.3837102754765739,"score_spread":0.3391571453051219,"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."}}