{"id":"W4406281209","doi":"10.1093/ndt/gfaf002","title":"BK Polyomavirus-associated nephropathy – diagnostic and treatment standard","year":2025,"lang":"en","type":"review","venue":"Nephrology Dialysis Transplantation","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Kidney Research UK; Medical Research Council; National Institute for Health and Care Research; Department of Health and Social Care; Wellcome Trust","keywords":"Immunosuppression; Medicine; BK virus; Nephropathy; Immunology; Transplantation; JC virus; Kidney transplantation; Intensive care medicine; Gold standard (test); Virus; Internal medicine; Progressive multifocal leukoencephalopathy","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":[0.002454527,0.0005237862,0.001080854,0.001656888,0.0003823131,0.001107736,0.001136095,0.001581274,0.001714397],"category_scores_gemma":[0.003578012,0.000163728,0.0006143288,0.0007722423,0.0007575611,0.00147779,0.0008171023,0.002685472,0.001388897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104744,"about_ca_system_score_gemma":0.002065244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009818139,"about_ca_topic_score_gemma":0.00097319,"domain_scores_codex":[0.9984458,0.000429186,0.0003245863,0.0002006795,0.0005171918,0.00008264871],"domain_scores_gemma":[0.998231,0.00061088,0.0002613937,0.0000704491,0.0006714634,0.0001547133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001543156,0.0001193653,0.00146889,0.01052225,0.0001149101,0.0004296199,0.0001125484,0.0004136258,0.001404509,0.005985965,0.07667821,0.9025959],"study_design_scores_gemma":[0.00004115046,0.0001970748,0.004132675,0.01228504,0.0002342254,0.004172095,0.000175245,0.0003717905,0.001284567,0.008342463,0.9687183,0.00004530896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006559066,0.9782488,0.003224354,0.01116618,0.002287449,0.00005833089,0.0001178983,0.00008239392,0.004158621],"genre_scores_gemma":[0.008513517,0.9733059,0.005495938,0.005484466,0.005434727,0.00009778459,0.0004936064,0.00002176792,0.001152367],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002454527,"threshold_uncertainty_score":0.012981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715963701248632,"score_gpt":0.3056534066135546,"score_spread":0.2884937696010683,"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."}}