{"id":"W2923810713","doi":"10.1097/tp.0000000000002712","title":"A Multicenter Application of the 2018 Banff Classification for BK Polyomavirus-associated Nephropathy in Renal Transplantation","year":2019,"lang":"en","type":"article","venue":"Transplantation","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Hôpitaux Universitaires de Genève; Nierstichting; Amsterdam University Medical Centers","keywords":"Medicine; Cohort; Biopsy; Renal function; Transplantation; Internal medicine; Polyomavirus Infections; Nephropathy; Kidney transplantation; Oncology; BK virus; Diabetes mellitus","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":[0.0001614368,0.0001268152,0.0001940764,0.0001201349,0.00004988391,0.000007243774,0.000083639,0.000151818,0.0000181956],"category_scores_gemma":[0.00001279014,0.00008609902,0.0001306774,0.0002657446,0.00004496373,0.0001258779,0.000002220435,0.0001159116,0.0000202921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007690775,"about_ca_system_score_gemma":0.00007265304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002169452,"about_ca_topic_score_gemma":0.0001952361,"domain_scores_codex":[0.9988934,0.00006677656,0.0004097076,0.0002258162,0.0002299595,0.0001743057],"domain_scores_gemma":[0.999387,0.00009298111,0.0001980815,0.000200717,0.00007419386,0.00004708926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007076648,0.0008218393,0.223421,0.001076225,0.0001073415,0.000004139524,0.002642612,0.0002640759,0.7559912,0.0007333087,0.00007041395,0.007791176],"study_design_scores_gemma":[0.008544519,0.000167902,0.9191864,0.0004441907,0.0004870784,0.00001084707,0.0001103006,0.01612275,0.05452888,0.0001045909,0.0001573128,0.0001352844],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929995,0.000140328,0.004064248,0.0003279488,0.0001434534,0.001674115,0.0002376554,0.00003670643,0.000376065],"genre_scores_gemma":[0.9982223,0.0003458375,0.000184135,0.0001441616,0.00002907589,0.0001184814,0.0007867237,0.00002046427,0.0001488267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7014623,"threshold_uncertainty_score":0.3511016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249592036430487,"score_gpt":0.2644603746170992,"score_spread":0.2519644542527943,"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."}}