{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01488018,0.0004737249,0.0005784906,0.002525983,0.0007356759,0.001608299,0.0009839536,0.0006486514,0.002096843],"category_scores_gemma":[0.02706913,0.0002350834,0.0009145497,0.00172451,0.0004596431,0.001217408,0.002081495,0.000585054,0.0004999721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384865,"about_ca_system_score_gemma":0.001832375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005752529,"about_ca_topic_score_gemma":0.003993092,"domain_scores_codex":[0.9927197,0.003131014,0.0009448871,0.001582682,0.001141,0.0004807503],"domain_scores_gemma":[0.9839145,0.003142811,0.005535178,0.002415653,0.003979504,0.001012293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000740895,0.0001067897,0.9785289,0.00006349265,0.0001316802,0.00007437335,0.0002073889,0.0003868466,0.0003913245,0.0002255247,0.001560528,0.01758232],"study_design_scores_gemma":[0.0002111553,0.0007443618,0.9832923,0.0002360537,0.0002608678,0.0007610015,0.0005539036,0.006389787,0.0007348813,0.000681972,0.0060882,0.00004561348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883496,0.0008432266,0.00537015,0.0002287405,0.0001938069,0.0006418744,0.002579144,0.0000357725,0.001757659],"genre_scores_gemma":[0.9838891,0.0001848497,0.008263679,0.0001150953,0.0001391792,0.0006307921,0.006368545,0.00003626435,0.0003724436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01488018,"threshold_uncertainty_score":0.07869488,"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."}}