{"id":"W4407029909","doi":"10.2139/ssrn.5116038","title":"Multiplex Bead Immunoassay in ABO-A2-Incompatible Kidney Transplantation","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cytodiagnostics (Canada); University of Alberta","funders":"","keywords":"Multiplex; ABO blood group system; Immunoassay; Kidney transplantation; Bead; Transplantation; Medicine; Biology; Immunology; Antibody; Internal medicine; Materials science; Bioinformatics","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":[0.002020565,0.0004633143,0.000640693,0.001036649,0.0003197207,0.002461633,0.0004378734,0.000881203,0.001964528],"category_scores_gemma":[0.003801418,0.0002444555,0.0003115391,0.001104869,0.0002436307,0.0004318151,0.0004293842,0.0009233415,0.0007152624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006161439,"about_ca_system_score_gemma":0.0005706379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001237455,"about_ca_topic_score_gemma":0.0007528648,"domain_scores_codex":[0.9987244,0.0005487889,0.00008637156,0.0001452492,0.0003594901,0.0001358331],"domain_scores_gemma":[0.9989041,0.0005002549,0.0002646608,0.00008236089,0.000131205,0.0001173804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.009865994,0.001286383,0.7278122,0.0003676034,0.0006613019,0.001924123,0.0006633158,0.002172815,0.01640086,0.002580971,0.01261093,0.2236535],"study_design_scores_gemma":[0.0004323949,0.002980249,0.8704154,0.0003639641,0.001113111,0.005080759,0.001226387,0.03745458,0.04689806,0.008735763,0.0251745,0.0001247764],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562387,0.01977843,0.009013837,0.002579392,0.0009578417,0.00006331608,0.0009814657,0.0001872667,0.01019975],"genre_scores_gemma":[0.9931759,0.001776934,0.00183,0.0003483688,0.0004037597,0.00002502151,0.0002136128,0.00001958736,0.002206736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002461633,"threshold_uncertainty_score":0.01068592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366348750716976,"score_gpt":0.302551830251138,"score_spread":0.2888883427439682,"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."}}