{"id":"W2470988105","doi":"10.1097/tp.0000000000001284","title":"Strategic Use of Epitope Matching to Improve Outcomes","year":2016,"lang":"en","type":"review","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Allorecognition; Epitope; Immunosuppression; Human leukocyte antigen; Context (archaeology); Immunology; Medicine; Histocompatibility Testing; Computational biology; Major histocompatibility complex; Antibody; Biology; Immune system; Antigen","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009839531,0.000684243,0.001131372,0.002423902,0.000188066,0.0008993076,0.0006989188,0.0009505189,0.003601638],"category_scores_gemma":[0.00186104,0.0001491914,0.0007871542,0.001243004,0.0003764834,0.001031845,0.0006256129,0.001352656,0.0007944934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00065798,"about_ca_system_score_gemma":0.001138528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008040285,"about_ca_topic_score_gemma":0.001344843,"domain_scores_codex":[0.9996486,0.0001008939,0.00007220592,0.00004820238,0.0001039197,0.00002615297],"domain_scores_gemma":[0.9994061,0.0003563607,0.00009168423,0.00001717225,0.0001053888,0.00002316209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000789833,0.0001025378,0.0005018338,0.02961572,0.0002267659,0.0001277969,0.00006479806,0.0004173026,0.0006898109,0.005947699,0.01361313,0.9486137],"study_design_scores_gemma":[0.00006598339,0.0002407827,0.003209608,0.03877921,0.000681283,0.002202121,0.000185866,0.0003047348,0.001049105,0.007042435,0.9461977,0.00004113591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001664274,0.9980224,0.0001871042,0.000487346,0.0001118903,0.000008482436,0.00001845555,0.000006614279,0.0009912321],"genre_scores_gemma":[0.002106408,0.9966944,0.0004523227,0.0002862326,0.0001466718,0.0000158818,0.00002728597,0.00000175971,0.0002689528],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003601638,"threshold_uncertainty_score":0.01204866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086111849051603,"score_gpt":0.3846880359805625,"score_spread":0.2760768510754022,"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."}}