{"id":"W4391446882","doi":"10.3389/fimmu.2023.1302627","title":"Viral load kinetics and the clinical consequences of cytomegalovirus in kidney transplantation","year":2024,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Genome British Columbia; Genome Canada","keywords":"Viremia; Medicine; Viral load; Transplantation; Cytomegalovirus; Kidney transplantation; Internal medicine; Cohort; Human cytomegalovirus; Immunology; Gastroenterology; Viral disease; Virus; Herpesviridae","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001365066,0.0001850533,0.0002192553,0.0007450954,0.0005909075,0.001137248,0.0004228909,0.0003281485,0.001080256],"category_scores_gemma":[0.004531371,0.0001739514,0.000190137,0.0007638282,0.0005508849,0.0004934121,0.0005707815,0.0006146962,0.0001527108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033134,"about_ca_system_score_gemma":0.001209534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368935,"about_ca_topic_score_gemma":0.01276201,"domain_scores_codex":[0.9995829,0.0001021364,0.00004099729,0.00005150654,0.0001214028,0.000100975],"domain_scores_gemma":[0.9957053,0.0009930821,0.001865001,0.0001349903,0.0004587049,0.000843042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004781761,0.00000816497,0.9991466,0.000002262086,0.000005219723,0.00003729487,0.00002046161,0.00005212135,0.0001058822,0.000007253865,0.00001961873,0.0005472503],"study_design_scores_gemma":[0.00000244316,0.0000399094,0.9988676,0.000004521781,0.000008638563,0.0002948916,0.0001043362,0.0004290562,0.0001304502,0.00004339952,0.0000721165,0.000002609376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993393,0.0002811845,0.00005297124,0.00005656744,0.000002363188,0.000003507754,0.00006439984,0.000002464039,0.0001973031],"genre_scores_gemma":[0.999724,0.00009320663,0.00003446324,0.00001184539,0.000006250419,0.00000166439,0.0000793468,0.000001282917,0.00004806903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01368935,"threshold_uncertainty_score":0.0272193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02527671889843771,"score_gpt":0.3324792793903206,"score_spread":0.3072025604918829,"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."}}