{"id":"W4402507168","doi":"10.1016/j.humimm.2024.111012","title":"Population study to define HLA in Wendat First Nation in Quebec","year":2024,"lang":"en","type":"article","venue":"Human Immunology","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Héma-Québec","funders":"","keywords":"Human leukocyte antigen; Population; Geography; Demography; Genealogy; Environmental health; Biology; Medicine; History; Genetics; Sociology; Antigen","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001688969,0.0000861282,0.000189483,0.0004969251,0.00004025086,0.00001597488,0.00004507709,0.00006974826,0.0001680149],"category_scores_gemma":[0.00002012689,0.000080341,0.0000246148,0.0003387006,0.00001410515,0.00007221923,0.000028288,0.0002136366,0.00007969924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484721,"about_ca_system_score_gemma":0.00001898325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07507423,"about_ca_topic_score_gemma":0.5039464,"domain_scores_codex":[0.9992432,0.00004434719,0.0002505954,0.0002326248,0.00008119792,0.0001480165],"domain_scores_gemma":[0.9997712,0.00002909544,0.00001302093,0.000153267,0.0000154368,0.00001798459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004775472,0.002862543,0.8873322,0.0002130483,0.0001308796,0.0005974387,0.0196647,0.00005539095,0.02154385,0.01967762,0.0002965502,0.04714825],"study_design_scores_gemma":[0.001501139,0.0006150409,0.9946365,0.0001635187,0.00002292407,0.00001361665,0.0004419465,0.0000520708,0.00009062183,0.0003083443,0.002078731,0.00007552282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965135,0.0006601679,0.00001690198,0.001486556,0.0002650632,0.0005183594,0.000001201501,0.00005730243,0.0004809386],"genre_scores_gemma":[0.999009,0.00002116727,0.00003309976,0.00006532446,0.00005035984,0.00004034885,0.0000714944,0.00001472848,0.0006944494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4288722,"threshold_uncertainty_score":0.9310849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02891617262610111,"score_gpt":0.2969294581570499,"score_spread":0.2680132855309488,"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."}}