{"id":"W4417400721","doi":"10.3389/ti.2025.15185","title":"Trends in Liver Transplantation for Acute Liver Failure in a Spanish Multicenter Cohort","year":2025,"lang":"en","type":"article","venue":"Transplant International","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"Instituto de Salud Carlos III; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas; European Regional Development Fund; Generalitat Valenciana; European Commission; Asociación Española para el Estudio del Hígado","keywords":"Liver transplantation; Kidney disease; Liver disease; Acute kidney injury; Autoimmune hepatitis; Chronic liver disease; Cohort; Liver failure; Cohort study","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":[0.0001228881,0.0001747109,0.0002377575,0.0007448691,0.00002793681,0.00002325933,0.0001246888,0.000118005,0.0003251025],"category_scores_gemma":[0.000001930478,0.0001722437,0.0001442421,0.0002403464,0.00002908035,0.0002322895,0.000003634607,0.0001685751,0.0000156865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209214,"about_ca_system_score_gemma":0.00006018075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002894479,"about_ca_topic_score_gemma":0.002405484,"domain_scores_codex":[0.9987869,0.00002931828,0.0003674154,0.0003424692,0.0002457661,0.0002281251],"domain_scores_gemma":[0.9996355,0.00009186722,0.00003938456,0.0001008001,0.00007426299,0.00005818511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01158867,0.0009959711,0.9615989,0.0008598896,0.00169295,0.002862201,0.004876528,0.0001511947,0.004016931,0.004801708,0.0004120625,0.006142935],"study_design_scores_gemma":[0.009552702,0.00006993408,0.9758998,0.0007791028,0.00130583,0.00009637294,0.00005055434,0.008637906,0.002881464,0.00009509216,0.0004512097,0.0001800586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806324,0.0001209951,0.009578055,0.00146042,0.0003971406,0.000897873,0.001203565,0.00006287463,0.005646696],"genre_scores_gemma":[0.9925483,0.001568067,0.0008115817,0.0005113406,0.00006107814,0.0001772668,0.003520675,0.00001480253,0.0007868507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01430081,"threshold_uncertainty_score":0.7023895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104756001048635,"score_gpt":0.2900499047512708,"score_spread":0.2795743046464074,"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."}}