{"id":"W2944767973","doi":"10.1089/gtmb.2018.0329","title":"HLA-DQ Typing Kits in Diagnosis and Screening for Celiac Disease","year":2019,"lang":"en","type":"article","venue":"Genetic Testing and Molecular Biomarkers","topic":"Celiac Disease Research and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Medical Research Council","keywords":"Human leukocyte antigen; Typing; Multiplex; Medicine; Disease; Immunology; Bioinformatics; Internal medicine; Antigen; Biology; Genetics","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":[0.0001986221,0.0001228458,0.000151113,0.0001531808,0.00004780944,0.00003585609,0.00003961289,0.00003006899,0.000008344843],"category_scores_gemma":[0.0006207834,0.0001202697,0.00004418269,0.0001709492,0.00004544043,0.00001958032,0.0000961918,0.00004995311,0.000002381927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000169628,"about_ca_system_score_gemma":0.00005268698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007475136,"about_ca_topic_score_gemma":0.000003044737,"domain_scores_codex":[0.9990133,0.00002956852,0.0001437357,0.0003525252,0.0001388134,0.0003220521],"domain_scores_gemma":[0.9992611,0.0001373539,0.00003070488,0.0001769646,0.00004422796,0.0003496196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002795051,0.00006232182,0.6936538,0.0008854538,0.00009960029,0.0001426342,0.00002716781,0.00004830625,0.009188848,0.00002340087,0.0002731743,0.2953158],"study_design_scores_gemma":[0.003014824,0.0002858392,0.9780748,0.0008648633,0.0001665336,0.00001166239,0.0001214772,0.01310766,0.0006696766,0.0002042994,0.003238448,0.0002398503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875908,0.008743025,0.00134348,0.0007793181,0.00003388662,0.001115012,0.00001076415,0.00003137393,0.0003522832],"genre_scores_gemma":[0.986396,0.0003237021,0.0126378,0.0003713948,0.00002219941,0.0001481195,0.00001643065,0.00002419346,0.00006015391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.295076,"threshold_uncertainty_score":0.4904457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426992779938707,"score_gpt":0.288065410696356,"score_spread":0.2637954828969689,"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."}}