{"id":"W1854548644","doi":"10.1111/ajt.12465","title":"Microarray Diagnosis of Antibody-Mediated Rejection in Kidney Transplant Biopsies: An International Prospective Study (INTERCOM)","year":2013,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":185,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; The Metabolomics Innovation Centre","funders":"","keywords":"Medicine; Prospective cohort study; Predictive value of tests; Medical diagnosis; Internal medicine; Radiology","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":[0.0002225374,0.0001889798,0.0005225879,0.0006000395,0.00002886313,0.00002333098,0.0001373011,0.00004268758,0.0001397129],"category_scores_gemma":[0.00002568605,0.0001484355,0.000150848,0.0004252546,0.0001043188,0.0006100144,0.000002050339,0.0002110005,0.000007894409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031019,"about_ca_system_score_gemma":0.00009648543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253732,"about_ca_topic_score_gemma":0.00008741373,"domain_scores_codex":[0.998182,0.0001460234,0.000865925,0.0002069949,0.0004289178,0.0001701584],"domain_scores_gemma":[0.9987188,0.0001285178,0.000514735,0.0001237517,0.0003249115,0.0001892651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001840699,0.001776812,0.948121,0.0001218067,0.0003855632,0.0002202946,0.01021454,0.00005659256,0.03440813,0.0000060373,0.000002319988,0.002846269],"study_design_scores_gemma":[0.006455298,0.004611179,0.9680017,0.001270344,0.0003827889,0.0005677638,0.003705336,0.00008231059,0.01477047,0.0000181656,0.000005344561,0.0001293196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971896,0.00002256855,0.001367807,0.0002775356,0.0002373514,0.0006557204,0.00009946385,0.0000140283,0.0001359525],"genre_scores_gemma":[0.9961416,0.001538148,0.001896866,0.0001233474,0.00005048325,0.00003722481,0.0001832717,0.00001793725,0.00001119086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01988075,"threshold_uncertainty_score":0.6053025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150513853249236,"score_gpt":0.3039960694380565,"score_spread":0.2924909309055642,"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."}}