{"id":"W7114892733","doi":"10.22541/au.176554460.01414722/v1","title":"CMV-specific T cell dynamics revealed by immune profiling in kidney transplant recipients","year":2025,"lang":"","type":"article","venue":"","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Health and Medical Research Council; Medical Research Council; Canadian Society of Transplantation; Vancouver Coastal Health Research Institute; Michael Smith Health Research BC; BC Children's Hospital","keywords":"Immune system; Kidney transplantation; Transplantation; Kidney transplant; T cell; Kidney; Cytomegalovirus; Human cytomegalovirus","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003353325,0.0001834386,0.0002064947,0.0004530842,0.0001671311,0.0003620882,0.0001027177,0.0002139424,0.0005127268],"category_scores_gemma":[0.0007041378,0.0001006407,0.0001243212,0.0002276113,0.0001543598,0.000197887,0.0001811517,0.0002430189,0.0001881801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734204,"about_ca_system_score_gemma":0.0001058539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003462049,"about_ca_topic_score_gemma":0.000282976,"domain_scores_codex":[0.9998585,0.00003302309,0.00001652006,0.00002946704,0.00003062051,0.00003174455],"domain_scores_gemma":[0.9997074,0.00005082423,0.0001270935,0.00001657905,0.00003643867,0.00006162613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001306965,0.00009647933,0.9403307,0.00002514774,0.00002292149,0.000391992,0.0002050352,0.0002569295,0.04703816,0.00002581265,0.00006101249,0.0102389],"study_design_scores_gemma":[0.00001326378,0.0008844049,0.9894906,0.000007801218,0.00002926951,0.001283436,0.0001267479,0.001034532,0.006850452,0.00003292925,0.0002403752,0.000006108833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997081,0.00008174434,0.00008156811,0.000003618322,0.000001037069,0.000002862326,0.0000220459,0.000003290278,0.0000956619],"genre_scores_gemma":[0.9997596,0.00002996011,0.0001023101,0.000007044191,0.000002962788,0.000004776436,0.0000406641,9.362118e-7,0.00005177422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005127268,"threshold_uncertainty_score":0.001773417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545844602257054,"score_gpt":0.2899217545444497,"score_spread":0.2744633085218792,"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."}}