{"id":"W4384119937","doi":"10.1111/tan.15154","title":"A registry‐based population study of the HLA in Québec, Canada","year":2023,"lang":"en","type":"article","venue":"HLA","topic":"T-cell and B-cell Immunology","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; McGill University; Royal Victoria Hospital; Royal Victoria Regional Health Centre; McGill University Health Centre; Héma-Québec","funders":"Genome Alberta; Canadian Institutes of Health Research; Genome Canada; Mitacs; Genome British Columbia; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Population; Computer science; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006097122,0.0004744987,0.00046025,0.001166636,0.00307157,0.0009946598,0.001092265,0.0003809822,0.00446479],"category_scores_gemma":[0.0008734897,0.0002927766,0.000410318,0.003145559,0.0007328643,0.0003787408,0.0005793124,0.0006283895,0.0005714829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01635289,"about_ca_system_score_gemma":0.01597627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9909708,"about_ca_topic_score_gemma":0.9926278,"domain_scores_codex":[0.9993987,0.00007786293,0.00002867784,0.0001875292,0.0001493407,0.0001577835],"domain_scores_gemma":[0.9990761,0.0000585472,0.0001300937,0.00006426817,0.0003985213,0.0002724808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002318871,0.0001848552,0.9510351,0.0001839449,0.0002348883,0.0008739501,0.002412067,0.0004943175,0.003738093,0.0008180981,0.01383035,0.02596241],"study_design_scores_gemma":[0.00004420403,0.00008302085,0.9911747,0.00004562889,0.00004706877,0.0002995089,0.0009901008,0.000724434,0.0002036335,0.00005597813,0.006311098,0.00002045843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731941,0.0008665549,0.001543271,0.0006516928,0.00002512268,0.0005089813,0.01806543,0.00007215313,0.005072672],"genre_scores_gemma":[0.9861572,0.0005599057,0.002385862,0.0004930214,0.000018512,0.0001631222,0.005270168,0.00003292481,0.004919345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01635289,"threshold_uncertainty_score":0.1186491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266096846434661,"score_gpt":0.2188036530171955,"score_spread":0.2061426845528488,"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."}}