{"id":"W4412850915","doi":"10.1016/j.ajt.2025.07.1449","title":"Time-Varying Risk of Post-Transplant Lymphoproliferative Disorder in Kidney Transplant Recipients by Donor/Recipient Epstein-Barr Virus Serostatus","year":2025,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Serostatus; Medicine; Post-transplant lymphoproliferative disorder; Kidney transplant; Epstein–Barr virus; Kidney transplantation; Virology; Lymphoproliferative disorders; Immunology; Virus; Kidney; Internal medicine; Lymphoma; Viral load","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":[0.0006218131,0.0002539764,0.000319778,0.0005223834,0.0003395068,0.0008422374,0.0004367786,0.000572447,0.004915462],"category_scores_gemma":[0.002003305,0.0002137365,0.0006417717,0.000712555,0.0002340008,0.0007750397,0.0004949213,0.0009467125,0.0005152944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002473715,"about_ca_system_score_gemma":0.0003636955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003584406,"about_ca_topic_score_gemma":0.003092669,"domain_scores_codex":[0.9996265,0.00006404213,0.00003051998,0.00009621833,0.00003119117,0.0001514638],"domain_scores_gemma":[0.9980847,0.0004678126,0.0007204238,0.000129117,0.00009622571,0.0005016992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001623628,0.00007413996,0.9955715,0.00001164109,0.0001301861,0.0001306801,0.00006526153,0.0001544983,0.0004980606,0.00007259975,0.0001186448,0.001549094],"study_design_scores_gemma":[0.00001135298,0.0002231731,0.9982491,0.000005719331,0.00007102027,0.0002890902,0.000219932,0.0005962917,0.00008905466,0.00006380025,0.0001721268,0.000009399755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985123,0.0002325648,0.00008990102,0.00004245692,0.00001043428,0.000002987666,0.000447916,0.000006555041,0.0006547969],"genre_scores_gemma":[0.9993569,0.0000709961,0.00002487845,0.00001266411,0.00001397911,0.000002365354,0.0002544081,0.000002774472,0.0002611376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004915462,"threshold_uncertainty_score":0.01644391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004155123833662973,"score_gpt":0.243426711285778,"score_spread":0.239271587452115,"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."}}