{"id":"W4410551590","doi":"10.1001/jamanetworkopen.2025.11816","title":"Acute Kidney Injury and Hepatorenal Syndrome Among Hospitalized Patients With Chronic Liver Disease","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mallinckrodt Pharmaceuticals; Gilead Sciences","keywords":"Hepatorenal syndrome; Medicine; Acute kidney injury; Incidence (geometry); Kidney disease; Internal medicine; Chronic liver disease; Cohort; Disease; Gastroenterology; Liver injury; Intensive care medicine; Cirrhosis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005942938,0.0002404225,0.0004136426,0.0009092812,0.0004890477,0.0008265163,0.0004626708,0.0004037867,0.001403465],"category_scores_gemma":[0.002521328,0.0003958338,0.000683764,0.001594661,0.0001784744,0.0009621548,0.0006439933,0.0008026804,0.0002030717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005192633,"about_ca_system_score_gemma":0.0008492768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02200168,"about_ca_topic_score_gemma":0.03040003,"domain_scores_codex":[0.9993052,0.0001250519,0.0001129038,0.0001337561,0.0001303775,0.0001927034],"domain_scores_gemma":[0.998449,0.0001622322,0.0007354763,0.0001555444,0.0001843201,0.0003134598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006381702,0.00003670278,0.9993783,0.000004079568,0.00004590027,0.00001723438,0.00002272828,0.00000973515,0.00004767696,0.00001070872,0.00007830613,0.0002847602],"study_design_scores_gemma":[0.00001425954,0.0001019018,0.9993636,0.000006440095,0.00002809042,0.0001338086,0.0001322474,0.00008230627,0.00003133303,0.00001009777,0.0000925924,0.000003370613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973763,0.0001177146,0.00005171769,0.00005282335,0.00000894156,0.00001873789,0.001885099,0.000003340522,0.0004853912],"genre_scores_gemma":[0.9973532,0.0001418456,0.0000871108,0.00006511511,0.00002049962,0.00002391397,0.002102339,0.000002761306,0.0002033671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02200168,"threshold_uncertainty_score":0.04374725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003696351323211799,"score_gpt":0.2315827559215117,"score_spread":0.2278864045982999,"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."}}