{"id":"W4409883387","doi":"10.1111/ctr.70167","title":"Rethinking the Diagnosis and Management of Antibody‐Mediated Rejection in Multidisciplinary Transplant Meetings: A Global Survey and Banff Working Group Recommendations","year":2025,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital; McGill University Health Centre; Royal Victoria Regional Health Centre","funders":"Canadian Society of Transplantation; European Renal Association-European Dialysis and Transplant Association; Thoracic Society of Australia and New Zealand; McGill University Health Centre; McGill University; Yale University; Renal Pathology Society","keywords":"Medicine; Multidisciplinary approach; Referral; Family medicine; Pancreas transplantation; Transplantation; Internal medicine; Kidney transplantation","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":[0.02490723,0.0003440605,0.0003379944,0.002126906,0.001080592,0.001497982,0.001111301,0.001393511,0.001635361],"category_scores_gemma":[0.03040105,0.0003792925,0.0007831869,0.0017387,0.0008542829,0.002716958,0.002881984,0.001317526,0.0002705978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001398048,"about_ca_system_score_gemma":0.00412378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006880574,"about_ca_topic_score_gemma":0.005393068,"domain_scores_codex":[0.9881493,0.00621123,0.001936488,0.0005161971,0.002098471,0.001088372],"domain_scores_gemma":[0.9672665,0.0103162,0.0116071,0.0007496682,0.005293472,0.004767026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006894205,0.0001599922,0.9281602,0.0009714759,0.00005449663,0.0002117037,0.007972052,0.00008981222,0.0003030998,0.0001389831,0.005610393,0.05625885],"study_design_scores_gemma":[0.00002597374,0.0002730924,0.9599857,0.001885662,0.00005164189,0.0004917693,0.02686827,0.0002423496,0.000133185,0.0001904825,0.009817705,0.0000341809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384317,0.01239253,0.001673446,0.03779337,0.0005946837,0.0007039488,0.0009280134,0.00005278436,0.007429653],"genre_scores_gemma":[0.9799975,0.01023384,0.003380156,0.004417702,0.0002543617,0.0004485384,0.0008198111,0.0000211281,0.00042694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02490723,"threshold_uncertainty_score":0.1317236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08841578523863915,"score_gpt":0.4170670939730096,"score_spread":0.3286513087343704,"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."}}