{"id":"W2127001878","doi":"10.1111/j.1600-6143.2011.03840.x","title":"Understanding the Causes of Kidney Transplant Failure: The Dominant Role of Antibody-Mediated Rejection and Nonadherence","year":2011,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1559,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; The Metabolomics Innovation Centre","funders":"Astellas Pharma; University of Alberta; Ministry of Advanced Education; Roche Organ Transplant Research Foundation; Ministry of Advanced Education and Technology; Kidney Foundation of Canada; Ministry of Advanced Education, Government of Alberta; Genome Canada","keywords":"Medicine; Biopsy; Kidney transplantation; Transplantation; Antibody; Kidney; Acute kidney injury; Prospective cohort study; Nephropathy; Internal medicine; Gastroenterology; Immunology; Surgery; Diabetes mellitus","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":[0.003036399,0.0004052714,0.0007335701,0.001205635,0.0004229487,0.00215068,0.00077073,0.00133098,0.001951922],"category_scores_gemma":[0.01047459,0.0002877009,0.0004353103,0.0006303483,0.001558053,0.002940586,0.001044223,0.002628985,0.0002298895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007530606,"about_ca_system_score_gemma":0.002508158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004181196,"about_ca_topic_score_gemma":0.006978696,"domain_scores_codex":[0.9984584,0.0006444419,0.0001149869,0.0001752248,0.0004381546,0.0001687936],"domain_scores_gemma":[0.9927536,0.00428001,0.001535442,0.0002715607,0.0007787192,0.0003807613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002946769,0.0004085133,0.6111764,0.001021214,0.0006220476,0.0008035305,0.001685978,0.0007049959,0.001200763,0.02857029,0.01630349,0.337208],"study_design_scores_gemma":[0.00009186275,0.0002979017,0.8174029,0.00271486,0.0008833642,0.005224168,0.005341419,0.005819395,0.0008759108,0.1082735,0.05298847,0.00008632448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3795308,0.3932543,0.007147966,0.2014999,0.001744093,0.00003942369,0.0003959991,0.00005170106,0.01633577],"genre_scores_gemma":[0.8774652,0.1049123,0.001656487,0.01021563,0.004351776,0.00001964619,0.0001578473,0.0000147792,0.001206239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004181196,"threshold_uncertainty_score":0.01605821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708040249693655,"score_gpt":0.2774232673550004,"score_spread":0.2403428648580639,"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."}}