{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002966821,0.0001770098,0.0002410789,0.0003445598,0.0001676398,0.00004306093,0.00005968515,0.0001322988,0.0001079761],"category_scores_gemma":[0.002132307,0.0001569383,0.0001916582,0.0002374277,0.00004097263,0.0001729685,0.000008771902,0.0001864109,0.00001946396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508188,"about_ca_system_score_gemma":0.0004319146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009583964,"about_ca_topic_score_gemma":0.00001388942,"domain_scores_codex":[0.9984529,0.00002793934,0.0006114343,0.0003689158,0.0003451202,0.00019369],"domain_scores_gemma":[0.9987158,0.000278231,0.0002221123,0.0002095906,0.0002744597,0.0002997897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002923129,0.0001706317,0.9878147,0.0001753715,0.0004489345,0.0003953933,0.000114806,0.00001932471,0.002516615,0.003767051,0.004045194,0.0002396444],"study_design_scores_gemma":[0.003123829,0.0001324164,0.956622,0.002783177,0.0004851828,0.0007445893,0.00003549993,0.001130931,0.003835389,0.001904335,0.02899333,0.0002093281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.648709,0.0004512623,0.09722439,0.02766166,0.01216541,0.004346585,0.001681589,0.0009863097,0.2067738],"genre_scores_gemma":[0.9815925,0.00009567098,0.003565519,0.001586018,0.00007955447,0.0001230957,0.006522759,0.00002178376,0.00641307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3328835,"threshold_uncertainty_score":0.6399759,"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."}}