{"id":"W4388015516","doi":"10.1111/his.15084","title":"Application of a pattern‐based approach to histological diagnosis in very early onset IBD (VEO‐IBD) in a multicentric cohort of children with emphasis on monogenic disease with IBD‐like morphology","year":2023,"lang":"en","type":"article","venue":"Histopathology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"Dipartimento di Scienze Mediche, Università degli Studi di Torino; Università degli Studi di Pavia; Università degli Studi di Napoli Federico II","keywords":"Medicine; Ulcerative colitis; Inflammatory bowel disease; Enterocolitis; Cohort; Internal medicine; Gastroenterology; Biopsy; Disease; Crohn's disease; Microscopic colitis; Differential diagnosis; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001628577,0.000407544,0.0003541305,0.002745662,0.0005244334,0.0005983801,0.0004893605,0.0005165649,0.00117401],"category_scores_gemma":[0.003953105,0.0004011602,0.0003010902,0.0009494319,0.0005037027,0.0004601442,0.00108904,0.0002570351,0.0003105833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003207362,"about_ca_system_score_gemma":0.0002652718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593252,"about_ca_topic_score_gemma":0.002363306,"domain_scores_codex":[0.9990135,0.0002833629,0.0001466404,0.000303298,0.0001368705,0.0001163467],"domain_scores_gemma":[0.9979692,0.0004795199,0.0006832621,0.0002643138,0.0003350717,0.0002686098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001379786,0.00002064392,0.9951521,0.0000188036,0.00001614283,0.00052438,0.0001228856,0.00003204335,0.001761905,0.000007069694,0.00002679003,0.002179146],"study_design_scores_gemma":[0.00001064969,0.0002407702,0.9935933,0.000009910043,0.00003058356,0.004851381,0.0003910523,0.0002946916,0.0004260442,0.00001041415,0.0001364995,0.000004706837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993975,0.0001493384,0.0002187175,0.000006491859,0.000002534405,0.00002313112,0.00004844297,0.000003698238,0.0001502133],"genre_scores_gemma":[0.9990649,0.0001076826,0.0006313864,0.000006609472,0.000007291187,0.0000180241,0.0001133123,0.000003116334,0.00004781356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002745662,"threshold_uncertainty_score":0.008612871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007757204049203807,"score_gpt":0.2195252338783426,"score_spread":0.2117680298291388,"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."}}