{"id":"W2781442716","doi":"10.1097/tp.0000000000001819","title":"Clinical Utility of Complement Dependent Assays in Kidney Transplantation","year":2017,"lang":"en","type":"review","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immunology; Context (archaeology); Transplantation; Human leukocyte antigen; Kidney transplantation; Antibody; Complement system; Medicine; Biology; Antigen; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008400006,0.0004944206,0.002465752,0.000394215,0.0000802154,0.0000245453,0.00023079,0.0004399251,0.0002656101],"category_scores_gemma":[0.00003926075,0.0004001545,0.0008375099,0.00015453,0.000106238,0.0001508913,0.000006103945,0.0004920717,0.00005040607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008068633,"about_ca_system_score_gemma":0.0005457028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002282121,"about_ca_topic_score_gemma":0.000231071,"domain_scores_codex":[0.9959037,0.0003858751,0.002193653,0.0006101289,0.0005874067,0.0003191841],"domain_scores_gemma":[0.9978612,0.0003788041,0.0008678958,0.0005513373,0.0000878129,0.0002529225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0008204986,0.0007839379,0.02660228,0.2011904,0.0007301987,0.0008614713,0.0003435304,6.889526e-7,0.000002235375,0.0001394023,0.00002138169,0.768504],"study_design_scores_gemma":[0.04196991,0.001888047,0.2585585,0.4082802,0.03979726,0.002411494,0.00006208965,0.0001081904,0.0001431265,0.0002101307,0.2446256,0.001945534],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000544784,0.9782879,0.00255957,0.00005125188,0.0009329992,0.004466354,0.004238908,0.00008274724,0.008835532],"genre_scores_gemma":[0.006641131,0.9827569,0.0008321427,0.00003891728,0.00006829588,0.0001129489,0.009296003,0.00004870864,0.0002050131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7665584,"threshold_uncertainty_score":0.999845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.247539139051522,"score_gpt":0.4851675381308185,"score_spread":0.2376283990792965,"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."}}