{"id":"W4409342840","doi":"10.1016/j.ajt.2025.04.003","title":"Multiplex bead immunoassay in ABO-A2-incompatible kidney transplantation","year":2025,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Glycomics Network; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Health Resources and Services Administration; U.S. Department of Health and Human Services; Stollery Children’s Hospital Foundation; Women and Children's Health Research Institute; Canadian Society of Transplantation; Heart and Stroke Foundation of Canada","keywords":"Medicine; ABO blood group system; Multiplex; Kidney transplantation; Immunoassay; Transplantation; Immunology; Internal medicine; Bioinformatics; Antibody; Biology","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":[0.001698949,0.0004868616,0.0004356096,0.000842115,0.0002557115,0.0008192132,0.000408952,0.0006022686,0.0003561395],"category_scores_gemma":[0.001959212,0.0003351644,0.0002715212,0.0007160034,0.0001927037,0.0002402928,0.0004075514,0.0005621856,0.0002772924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003435388,"about_ca_system_score_gemma":0.0002427163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009603,"about_ca_topic_score_gemma":0.001332855,"domain_scores_codex":[0.9979621,0.0007245038,0.0001641346,0.0004151296,0.000573688,0.0001604878],"domain_scores_gemma":[0.9991166,0.0003151284,0.0002783803,0.00009651968,0.000117057,0.00007635808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002392481,0.001225988,0.4670133,0.0003030385,0.0003120155,0.0006394287,0.0007281076,0.002880183,0.4340347,0.0007494406,0.001560309,0.08816107],"study_design_scores_gemma":[0.0001818847,0.005395703,0.5314194,0.0001652622,0.0004396242,0.005944319,0.0005148414,0.06616747,0.379215,0.001052077,0.009354047,0.0001503255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767721,0.002904064,0.01768334,0.0001117793,0.0001343783,0.0001598718,0.0002981545,0.0001933926,0.001742917],"genre_scores_gemma":[0.9859599,0.000669847,0.01198651,0.0001474287,0.00006580403,0.0001085922,0.0001945485,0.000008233049,0.0008591623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001698949,"threshold_uncertainty_score":0.008985043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009070375102676406,"score_gpt":0.3000338574243972,"score_spread":0.2909634823217208,"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."}}