{"id":"W4410914497","doi":"10.1016/j.ejim.2025.05.029","title":"Challenges in the diagnosis of coeliac disease in primary care: Serology, biopsy, and administrative data","year":2025,"lang":"en","type":"article","venue":"European Journal of Internal Medicine","topic":"Celiac Disease Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Serology; Coeliac disease; Primary care; Biopsy; Disease; Internal medicine; Antibody; Immunology; Family medicine","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":[0.001836737,0.0001091436,0.0003432659,0.0003733425,0.00001254803,0.000006627686,0.0004530156,0.000009606732,0.00002467044],"category_scores_gemma":[0.0008627168,0.00006264666,0.00004002103,0.0001676105,0.0002619743,0.00007325338,0.0002499795,0.0003470744,0.000001378535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004997198,"about_ca_system_score_gemma":0.0001378432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003271144,"about_ca_topic_score_gemma":0.00003439028,"domain_scores_codex":[0.9982853,0.000480843,0.0005553339,0.0001755338,0.0003541343,0.0001488541],"domain_scores_gemma":[0.998898,0.0002764468,0.0001763668,0.0003596026,0.0001215528,0.0001680197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008624139,0.001177276,0.6658106,0.002966901,0.0005076118,0.02535513,0.004842272,0.000003441692,0.0003206792,0.0006903898,0.02282614,0.2668754],"study_design_scores_gemma":[0.003997139,0.001195279,0.9723703,0.00461533,0.0001627722,0.00009510586,0.004163604,0.00001169393,0.00002125469,0.00005314053,0.01326905,0.00004530444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7589101,0.1277143,0.00007456087,0.06689765,0.000287374,0.0005419798,0.00004619281,0.000005144187,0.04552274],"genre_scores_gemma":[0.9734558,0.02514847,0.00004333891,0.001152908,0.0001356985,0.00000300888,0.00001707863,0.000006078862,0.00003763899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3065597,"threshold_uncertainty_score":0.2554657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1130786674748718,"score_gpt":0.3820353983162235,"score_spread":0.2689567308413517,"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."}}