{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08168132,0.001740496,0.004033156,0.005108671,0.001703982,0.01142231,0.005579042,0.006936552,0.006183178],"category_scores_gemma":[0.2196904,0.001466928,0.002138922,0.00296734,0.01073038,0.01689754,0.005269281,0.02189853,0.009376246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003447986,"about_ca_system_score_gemma":0.005075169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006914563,"about_ca_topic_score_gemma":0.006025058,"domain_scores_codex":[0.9408785,0.02811191,0.006747807,0.005150605,0.01791301,0.001198239],"domain_scores_gemma":[0.7822971,0.1095572,0.01450179,0.02474027,0.06368695,0.005216664],"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":[0.0008518384,0.0002565172,0.0411208,0.002725627,0.0006719267,0.0008748914,0.002782725,0.001498972,0.004817701,0.06233591,0.1740236,0.7080396],"study_design_scores_gemma":[0.0002780454,0.001403483,0.02356673,0.01112689,0.0007519859,0.008313447,0.004064635,0.01179275,0.01361543,0.3067203,0.6174644,0.0009018772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.02051407,0.193252,0.3704781,0.3487736,0.02626652,0.0007350069,0.001552941,0.00315452,0.03527329],"genre_scores_gemma":[0.232511,0.1019045,0.4558478,0.1625725,0.02609695,0.001098712,0.001236811,0.002557834,0.01617389],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.08168132,"threshold_uncertainty_score":0.4319773,"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."}}