{"id":"W4412986039","doi":"10.1136/bmjgast-2025-001900","title":"Nationwide survey of coeliac disease serology testing in the UK","year":2025,"lang":"en","type":"article","venue":"BMJ Open Gastroenterology","topic":"Celiac Disease Research and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Directorate for Biological Sciences; Hospital for Sick Children; Coeliac UK; University of Bristol; University of Oxford; Health Technology Assessment Programme; University College London; University of Southampton; National Institute for Health and Care Research; University Hospitals Bristol NHS Foundation Trust","keywords":"Serology; Medicine; Coeliac disease; Tissue transglutaminase; Immunoglobulin A; Turnaround time; Biopsy; Disease; Immunology; Antibody; Internal medicine; Immunoglobulin G; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009024015,0.000246645,0.0003427053,0.0009556796,0.0002388658,0.0006397534,0.0004426856,0.0004782433,0.003596503],"category_scores_gemma":[0.00412306,0.0002914673,0.0002709786,0.002092025,0.0003936861,0.0005882282,0.0008969415,0.0003460093,0.0008823961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100222,"about_ca_system_score_gemma":0.0006287226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04074311,"about_ca_topic_score_gemma":0.02837111,"domain_scores_codex":[0.9969153,0.0008805942,0.0006235475,0.0005207521,0.0007903354,0.000269448],"domain_scores_gemma":[0.9934399,0.0008306609,0.003596285,0.0002303154,0.001104251,0.0007987047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004317043,0.00002103788,0.9932349,0.0001448385,0.00002762225,0.0002683011,0.0003975869,0.00006441258,0.0006540993,0.0000211872,0.001231567,0.00389127],"study_design_scores_gemma":[0.000004312747,0.00006238769,0.9986732,0.00003544389,0.000004532159,0.0002633134,0.0002461103,0.00005511379,0.00003237082,0.000003474132,0.0006170812,0.000002789345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901019,0.0007842021,0.0003028532,0.0004338855,0.00001607649,0.00007483636,0.005957018,0.0000270114,0.002302138],"genre_scores_gemma":[0.9955575,0.0005593256,0.0002826189,0.000388121,0.0000141569,0.0000860207,0.002330922,0.000005652121,0.0007756792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04074311,"threshold_uncertainty_score":0.08101195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0885166025247598,"score_gpt":0.4223229194814291,"score_spread":0.3338063169566693,"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."}}