{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002454574,0.0002169241,0.0003614834,0.0001476509,0.0002016626,0.000009241889,0.0004804596,0.0002538727,0.0000478783],"category_scores_gemma":[0.0004481003,0.0001684612,0.00008213965,0.0005706559,0.0001402118,0.00004111135,0.0001791039,0.0004375511,0.0001538073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001456862,"about_ca_system_score_gemma":0.0005390567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.836095,"about_ca_topic_score_gemma":0.9273117,"domain_scores_codex":[0.9982322,0.000381931,0.0004477621,0.0003509055,0.00008307245,0.0005041527],"domain_scores_gemma":[0.9984217,0.0006603647,0.0002386555,0.0006045217,0.00005363093,0.00002112551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001489072,0.0006549516,0.3526025,0.00005312748,0.0001794745,0.00005532193,0.002699708,0.0004769441,0.4995018,0.0001534982,0.1424207,0.001187075],"study_design_scores_gemma":[0.003873097,0.0003780573,0.616608,0.00006282747,0.00008960584,0.00003296019,0.01006784,0.0000538068,0.05851317,0.00012922,0.3101016,0.00008988022],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995471,0.0008707076,0.00000248468,0.0003128238,0.001119518,0.0004196856,0.00003325138,0.00007316743,0.001697334],"genre_scores_gemma":[0.9733674,0.00001775073,0.000003222231,0.0001922157,0.00002537995,0.00004615291,0.00009497628,0.00002277796,0.02623015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4409887,"threshold_uncertainty_score":0.6869648,"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."}}