{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002840744,0.0002655234,0.0004192403,0.0004665232,0.00003494612,0.000003227883,0.0002974169,0.0002144167,0.000007746455],"category_scores_gemma":[0.0001186281,0.0002409496,0.00008839167,0.0004988812,0.0003425216,0.000006208405,0.00007553934,0.0001682536,0.00001655342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166373,"about_ca_system_score_gemma":0.0001725352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002032752,"about_ca_topic_score_gemma":0.0002603737,"domain_scores_codex":[0.9978445,0.0003527648,0.0004307173,0.0007786346,0.0001909011,0.0004025346],"domain_scores_gemma":[0.9988071,0.00004697295,0.0002159721,0.0006892383,0.0000755446,0.0001651509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002857954,0.0009500032,0.9872778,0.00005325011,0.00001734762,0.000411724,0.0001175879,0.003379486,0.004029513,0.0000133761,0.0001274412,0.0007644845],"study_design_scores_gemma":[0.002054777,0.000633925,0.9955237,0.00002207108,0.00007258699,0.00002440477,0.00002304367,0.0003521135,0.0009686215,0.000004358432,0.00006690232,0.0002535043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969432,0.0001508768,0.001405179,0.00009221218,0.00003164992,0.00116057,0.000147032,0.00002535125,0.00004394475],"genre_scores_gemma":[0.9972109,0.00002732427,0.0003807769,0.0003902604,0.00001726857,0.00143967,0.0004750854,0.00003845536,0.00002029816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008245859,"threshold_uncertainty_score":0.9825638,"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."}}