{"id":"W2020571632","doi":"10.1111/ctr.12359","title":"Preoperative Cylex assay predicts rejection risk in patients with kidney transplant","year":2014,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Immunosuppression; Internal medicine; Malignancy; Kidney transplantation; Kidney transplant; Gastroenterology; Predictive value of tests; Clinical significance; Transplantation; Urology; Surgery","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":[0.0006700312,0.0002531317,0.0004807561,0.000148832,0.000100154,0.00002254763,0.00006588045,0.0001990408,0.0000861786],"category_scores_gemma":[0.0001135463,0.0001790214,0.0001451744,0.0002506557,0.00009511651,0.0002123802,0.000001988397,0.0004115339,0.00005261831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005074045,"about_ca_system_score_gemma":0.0000822886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007906069,"about_ca_topic_score_gemma":0.00008549053,"domain_scores_codex":[0.9975691,0.0004759236,0.0007620319,0.0004988956,0.0004236694,0.0002703446],"domain_scores_gemma":[0.9986835,0.0004860285,0.00017494,0.0002270708,0.0001194151,0.0003091044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004911806,0.0008112376,0.9892722,0.0002539839,0.0001709609,0.00003316032,0.0005795293,0.0001304922,0.00001669881,0.00009219851,0.00001408437,0.003713599],"study_design_scores_gemma":[0.02036032,0.00220717,0.9744559,0.0008620642,0.0006769871,0.00001678764,0.00001398201,0.0007251324,0.0003292023,0.00005867709,0.0001000353,0.0001937302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654543,0.000009333798,0.0285662,0.0001845831,0.0002703297,0.001027024,0.0002342808,0.00009800708,0.004155952],"genre_scores_gemma":[0.9945585,0.0005641161,0.002206872,0.0005734228,0.00009247548,0.00004808231,0.001753405,0.00003201665,0.000171104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02910421,"threshold_uncertainty_score":0.730028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02053278896391304,"score_gpt":0.3112326579449795,"score_spread":0.2906998689810665,"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."}}