{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001485392,0.0001267902,0.0003031273,0.0002179595,0.0002065842,0.000003165504,0.0002535643,0.0001618915,0.0001669829],"category_scores_gemma":[0.00001486571,0.0001402863,0.0000364238,0.0001784713,0.0002189602,0.00002758559,0.000542145,0.0003095634,0.000004568495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005847551,"about_ca_system_score_gemma":0.00002688981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404495,"about_ca_topic_score_gemma":0.0003939719,"domain_scores_codex":[0.998954,0.0002267661,0.0002740907,0.0002496559,0.00004161774,0.0002538609],"domain_scores_gemma":[0.9996276,0.00003275367,0.0001059625,0.000203241,0.00001911762,0.00001130041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009546251,0.0001799359,0.9193952,0.00001902251,0.00007311552,0.00002732073,0.0009539899,0.0003221474,0.07280279,0.0002621844,0.001971161,0.003897677],"study_design_scores_gemma":[0.004335289,0.0006164911,0.9543193,0.00002317247,0.00008002509,0.0000979465,0.002633243,0.00006000223,0.01721207,0.009875257,0.01021368,0.0005335151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732754,0.02486481,0.00008359684,0.0001049509,0.001282767,0.0001571457,0.00004676208,0.00001750108,0.0001671122],"genre_scores_gemma":[0.9965008,0.00102709,0.001708541,0.00004973454,0.00001010472,0.00001026386,0.00009939016,0.00001060627,0.0005834718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05559073,"threshold_uncertainty_score":0.5720708,"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."}}