{"id":"W4387033764","doi":"10.1111/trf.17553","title":"<scp>HLA</scp>‐haplotype redundancy and rareness in Canadian Blood Services' Stem Cell Registry and Cord Blood Bank: Novel metrics for optimizing utility","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Dalhousie University; Canadian Blood Services; University of British Columbia; McGill University","funders":"","keywords":"Cord blood; Ethnic group; Phenotype; Human leukocyte antigen; Redundancy (engineering); Typing; Biology; Haplotype; Immunology; Genetics; Allele; Gene; Antigen; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02499988,0.0004510268,0.0006649791,0.009071011,0.001773966,0.003492714,0.001920578,0.0005175721,0.0009270475],"category_scores_gemma":[0.08738873,0.0002623354,0.0005689974,0.01482694,0.001322483,0.001317849,0.003848681,0.0006363795,0.0001390602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01524418,"about_ca_system_score_gemma":0.02045378,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.67519,"about_ca_topic_score_gemma":0.6887487,"domain_scores_codex":[0.9791003,0.005821987,0.002293059,0.002280833,0.008713556,0.001790281],"domain_scores_gemma":[0.9083369,0.0266917,0.03034438,0.006816487,0.02281548,0.004995071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005066289,0.00001142817,0.9801385,0.00004109173,0.00008839212,0.0000355528,0.0004115446,0.001053908,0.0001033318,0.0006686624,0.001116085,0.01628085],"study_design_scores_gemma":[0.0000110175,0.00006476543,0.9841339,0.00007816182,0.00009197566,0.0001686574,0.00119467,0.009860137,0.0004822605,0.0008606883,0.003017877,0.00003580465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965589,0.001289106,0.007880005,0.002820153,0.00002623085,0.0002646434,0.01283769,0.000266039,0.009027086],"genre_scores_gemma":[0.9872103,0.0001769833,0.008932715,0.0001028937,0.00002087353,0.00006476734,0.003221585,0.00001900229,0.0002508836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.32481,"threshold_uncertainty_score":0.6534457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02680971151685095,"score_gpt":0.2588089961383342,"score_spread":0.2319992846214833,"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."}}