{"id":"W4411371133","doi":"10.1016/j.ekir.2025.06.017","title":"Defining Relationships Among Tests for Kidney Transplant Antibody-Mediated Rejection","year":2025,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta","funders":"Natera","keywords":"Medicine; Kidney transplant; Kidney transplantation; Donor specific antibodies; Antibody; Graft rejection; Immunology; Kidney; Computational biology; Internal medicine; Transplantation; Biology","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":[0.009030813,0.0007389826,0.0005508699,0.002687675,0.0004828231,0.001313615,0.0008413325,0.0004975963,0.004978694],"category_scores_gemma":[0.02778007,0.0002589498,0.0009022777,0.003082074,0.0006968686,0.0009962849,0.001335342,0.001188933,0.0008449406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000619903,"about_ca_system_score_gemma":0.001315261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184726,"about_ca_topic_score_gemma":0.002157618,"domain_scores_codex":[0.9930117,0.00288608,0.0007960317,0.001414631,0.001520366,0.0003711173],"domain_scores_gemma":[0.9582956,0.02037925,0.01415669,0.002217863,0.003652814,0.001297715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001956928,0.00001935274,0.9865263,0.0001052426,0.000378746,0.00003930827,0.00005002208,0.0003775622,0.0002891592,0.0002007987,0.000543808,0.01127408],"study_design_scores_gemma":[0.00002496889,0.0003090496,0.9885076,0.0001243051,0.0004721886,0.0007370528,0.0002098186,0.004175346,0.0008088452,0.001488677,0.003119786,0.00002225643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598097,0.01205288,0.01405446,0.001245346,0.0001671827,0.0002058395,0.005034642,0.0002497935,0.007180213],"genre_scores_gemma":[0.9926777,0.000868126,0.003983878,0.000142126,0.00007085299,0.00006537101,0.001837497,0.00003537766,0.0003191796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009030813,"threshold_uncertainty_score":0.04776013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02394259419402469,"score_gpt":0.32997936417896,"score_spread":0.3060367699849353,"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."}}