{"id":"W4285742494","doi":"10.3389/fgene.2022.898235","title":"HLA Diversity in Saudi Population: High Frequency of Homozygous HLA Alleles and Haplotypes","year":2022,"lang":"en","type":"article","venue":"Frontiers in Genetics","topic":"T-cell and B-cell Immunology","field":"Immunology and Microbiology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"King Fahad Medical City","keywords":"Human leukocyte antigen; Allele; Haplotype; Genetics; Biology; Locus (genetics); Population; Typing; Transplantation; Immunology; Antigen; Medicine; Gene; Internal 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":[0.0002471193,0.0001454348,0.0001348597,0.0005144792,0.0002473734,0.0003101755,0.0001250111,0.0001936519,0.001118413],"category_scores_gemma":[0.0006943571,0.00008445175,0.0001020325,0.0005446889,0.0002229975,0.0002300005,0.0003131999,0.0001372549,0.0001452721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318558,"about_ca_system_score_gemma":0.0001517059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003821311,"about_ca_topic_score_gemma":0.002761839,"domain_scores_codex":[0.9997466,0.00006227858,0.00004284023,0.00005295323,0.00005869431,0.00003670545],"domain_scores_gemma":[0.9995168,0.00004941666,0.0002581062,0.00002931226,0.00007381213,0.00007263543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003937931,0.000005970484,0.9959211,0.000012385,0.00001728489,0.0001730972,0.0002070399,0.00002515521,0.0008924718,0.00002181939,0.00005949207,0.002624734],"study_design_scores_gemma":[0.000002971621,0.00006396778,0.9960591,0.00001297541,0.00001411807,0.002333793,0.0006894,0.0001195848,0.0001793051,0.00003830142,0.0004824961,0.000004109619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994925,0.0002332469,0.00005566881,0.00002492236,0.000001566431,0.000001605987,0.00005809252,8.546224e-7,0.0001315533],"genre_scores_gemma":[0.9997047,0.00013929,0.0000390906,0.00001745636,0.000003401406,0.00000110434,0.00005747903,3.688142e-7,0.00003707439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003821311,"threshold_uncertainty_score":0.007598162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009652204498530794,"score_gpt":0.1953707058116202,"score_spread":0.1857185013130895,"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."}}