{"id":"W2939754648","doi":"10.1111/trf.15306","title":"Red blood cell alloantibodies are associated with increased alloimmunization against human leukocyte antigens","year":2019,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Interquartile range; Human leukocyte antigen; Odds ratio; Isoantibodies; Immunology; Internal medicine; Univariate analysis; Alloimmunity; Confidence interval; Gastroenterology; Red blood cell; Antibody; Antigen; Multivariate analysis","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":[0.000235202,0.000317836,0.0005381941,0.0001746069,0.0002754043,0.00003090794,0.0001213973,0.0002421852,0.0002756645],"category_scores_gemma":[0.00001205858,0.0002549234,0.0001504912,0.0004006208,0.00006336768,0.0001513036,0.00001775297,0.0003590135,0.00003958108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004296358,"about_ca_system_score_gemma":0.00006590902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000301609,"about_ca_topic_score_gemma":0.0004455668,"domain_scores_codex":[0.9981989,0.00009423103,0.0003627616,0.00047108,0.000493779,0.0003792832],"domain_scores_gemma":[0.9990031,0.00004287579,0.0001360406,0.0004582681,0.0002112672,0.0001484782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003464953,0.0009339923,0.2743951,0.0001454396,0.0001578089,0.00007809306,0.0004928858,0.00003290929,0.723146,0.00002506632,0.00004039404,0.0002057747],"study_design_scores_gemma":[0.01693398,0.001521285,0.7359725,0.00131589,0.0007019251,0.0000241141,0.0003507865,0.0003014395,0.2417338,0.0000148203,0.0006397921,0.0004896483],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885814,0.0002226363,0.0001141958,0.0002501034,0.00008809779,0.001046355,0.00001550924,0.0002721201,0.009409538],"genre_scores_gemma":[0.9965959,0.001215228,0.0001865443,0.0002960711,0.00004887758,0.000009830262,0.0006985595,0.00007906337,0.0008699029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4814122,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00896821025042372,"score_gpt":0.2127534684557145,"score_spread":0.2037852582052908,"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."}}