{"id":"W2588800841","doi":"10.1111/ajt.14229","title":"The Road to HLA Antibody Evaluation: Do Not Rely on MFI","year":2017,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Human leukocyte antigen; Antibody; Clinical Practice; Immunology; Intensive care medicine; Antigen; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.001392709,0.00009263718,0.0002299427,0.0001348121,0.0004976856,0.0001521895,0.0002505325,0.00002374036,0.00006250818],"category_scores_gemma":[0.00019167,0.00005811736,0.0001127194,0.000105016,0.0001681179,0.0001414326,0.000007002219,0.0002751731,0.00006540649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000793039,"about_ca_system_score_gemma":0.0002195362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001969056,"about_ca_topic_score_gemma":0.00004699287,"domain_scores_codex":[0.9982859,0.0001100366,0.0003250853,0.0001198676,0.0009695922,0.0001895036],"domain_scores_gemma":[0.9985771,0.0001404143,0.0003536315,0.0003226966,0.0004246493,0.0001815315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007563326,0.00009462459,0.009702725,0.00002384878,0.0001463496,0.0001571486,0.001414321,0.0001259078,0.02217561,0.0002148084,0.0005793331,0.957802],"study_design_scores_gemma":[0.002445491,0.003295912,0.9744069,0.0003453856,0.0002558295,0.0003930077,0.0004319671,0.0002624861,0.006858765,0.00007397297,0.01110929,0.0001209664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830706,0.00007733212,0.0004565643,0.01205122,0.000201462,0.000257149,0.00001094898,0.000004938476,0.00386982],"genre_scores_gemma":[0.9973556,0.001228489,0.0003992541,0.0005237682,0.0003123356,0.000005269836,0.000005189883,0.00001335431,0.0001567566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9647042,"threshold_uncertainty_score":0.3827845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04747156819431667,"score_gpt":0.4153822301435385,"score_spread":0.3679106619492218,"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."}}