{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001080673,0.0002083846,0.0003324886,0.001107913,0.0002692835,0.0006967534,0.0003245899,0.0003290219,0.0009616334],"category_scores_gemma":[0.001646383,0.0001472477,0.0004299718,0.001297538,0.0001637814,0.0003427865,0.0003983822,0.0003445845,0.0001961967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000664804,"about_ca_system_score_gemma":0.0005735693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01606856,"about_ca_topic_score_gemma":0.0129394,"domain_scores_codex":[0.9996035,0.00007652181,0.00005569777,0.0001015769,0.00006673956,0.00009611285],"domain_scores_gemma":[0.9979162,0.000191377,0.001044308,0.0001210043,0.0004133841,0.0003136982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005107086,0.000008679368,0.9989861,0.000005770502,0.00001987597,0.0000485175,0.00002987572,0.00002186321,0.00004696253,0.000006377356,0.0001328335,0.0006421199],"study_design_scores_gemma":[0.000005469862,0.00002685864,0.9992865,0.000007274612,0.000009875457,0.0001673119,0.0001919209,0.00006445531,0.00001511994,0.000008325532,0.0002149652,0.000001869145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977517,0.0004990956,0.00005172674,0.00009999119,0.000007935579,0.000005666815,0.001109965,0.000005377208,0.0004685056],"genre_scores_gemma":[0.9970568,0.0004099372,0.00006491877,0.00005185751,0.00001841571,0.000009591467,0.002233583,0.000004473226,0.0001503862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01606856,"threshold_uncertainty_score":0.03195006,"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."}}