{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005667774,0.0007856105,0.001133105,0.001185494,0.001169667,0.001426001,0.0009649778,0.0011076,0.001440097],"category_scores_gemma":[0.006837885,0.0007921612,0.001476858,0.002151227,0.0005167858,0.001766751,0.001538359,0.001281309,0.0004650965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006273453,"about_ca_system_score_gemma":0.00103065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002974086,"about_ca_topic_score_gemma":0.002478046,"domain_scores_codex":[0.9969246,0.001192246,0.0004263065,0.0007965167,0.0003312791,0.0003290376],"domain_scores_gemma":[0.9934524,0.0008125486,0.002374114,0.00139806,0.0007216103,0.001241253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001062972,0.0002334963,0.9964154,0.00003076517,0.0003868128,0.0002025347,0.00023545,0.00004646993,0.0001934756,0.00003729643,0.0003128846,0.0008425249],"study_design_scores_gemma":[0.0005018702,0.001600659,0.9943854,0.00003420038,0.0004089139,0.001012323,0.000678553,0.0005881253,0.00007953632,0.00006601922,0.0006057109,0.00003878598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984872,0.000270441,0.0001795012,0.00007619335,0.00001547423,0.0001206655,0.0006796287,0.000005487067,0.0001653684],"genre_scores_gemma":[0.9975126,0.0002166016,0.000371752,0.0001360094,0.00006981799,0.0001922776,0.001416851,0.000009484563,0.00007467454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005667774,"threshold_uncertainty_score":0.0299744,"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."}}