{"id":"W4412039581","doi":"10.1111/ctr.70226","title":"Chronic Antibiotic Prophylaxis to Prevent Recurrent Cholangitis in Liver Transplant Recipients","year":2025,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Liver transplantation; Antibiotic prophylaxis; Antibiotics; Intensive care medicine; Internal medicine; Gastroenterology; Transplantation; Microbiology","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":[0.0003759785,0.0001419336,0.000322219,0.0001736564,0.00005240835,0.00001593542,0.0001116313,0.0001363797,0.00008031155],"category_scores_gemma":[0.00006524209,0.0001254668,0.0001772984,0.0003780197,0.00005189907,0.00008554478,0.0000112396,0.0003509968,0.00009317489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142457,"about_ca_system_score_gemma":0.0001809168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009433552,"about_ca_topic_score_gemma":0.00009706,"domain_scores_codex":[0.9984404,0.0001850518,0.0005991753,0.0003559568,0.0001827519,0.0002366791],"domain_scores_gemma":[0.9993235,0.0001603357,0.0000476147,0.0002522006,0.00005601415,0.0001603572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002664376,0.002532167,0.720453,0.001633549,0.0001574334,0.0002871565,0.0008007942,0.00002731753,0.001142888,0.0001758451,0.0002879676,0.2698376],"study_design_scores_gemma":[0.002494333,0.001474555,0.9910906,0.002521868,0.0002428375,0.00001032717,0.0000150303,0.0001445114,0.001281926,0.0000390047,0.0005571599,0.000127855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950063,0.0008637041,0.0005988778,0.0004990314,0.0006511425,0.001048647,0.00008570147,0.00004271088,0.001203889],"genre_scores_gemma":[0.9938999,0.004773575,0.0002623011,0.0003558168,0.0001174745,0.00002253161,0.0002217349,0.00001080672,0.0003358369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2706376,"threshold_uncertainty_score":0.5116388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03811142921345624,"score_gpt":0.3694098323010977,"score_spread":0.3312984030876415,"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."}}