{"id":"W4391162296","doi":"10.1093/ecco-jcc/jjad212.0566","title":"P436 The AI based Red Density score is correlated with the established and new histological indices for Ulcerative Colitis in an independent cohort","year":2024,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Ulcerative colitis; Cohort; Medicine; Internal medicine; Gastroenterology; Disease","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":[0.0007770745,0.0002896012,0.0003939832,0.0003890104,0.0003329034,0.0006651097,0.0002390066,0.0003996529,0.003244396],"category_scores_gemma":[0.002000013,0.0002014005,0.0004024302,0.0004534197,0.0002671851,0.0003379833,0.0004286511,0.0006215799,0.0007270032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001436375,"about_ca_system_score_gemma":0.0001424674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007921261,"about_ca_topic_score_gemma":0.0007553541,"domain_scores_codex":[0.999536,0.00009611691,0.00003503388,0.0001725232,0.0001045793,0.00005572967],"domain_scores_gemma":[0.9987576,0.0002241378,0.0004502944,0.0001586534,0.0001694077,0.0002398601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001136841,0.00004900528,0.9931492,0.00001742452,0.0001209788,0.000145293,0.00004586639,0.00006664693,0.002012536,0.00001931796,0.0003149901,0.002921917],"study_design_scores_gemma":[0.00002150567,0.0003220371,0.9981786,0.000004476393,0.0000502752,0.0004854137,0.00005282935,0.0002705815,0.0002349672,0.00002487721,0.0003508335,0.000003624315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988011,0.0001899098,0.0001975667,0.00002385639,0.000007518332,0.000007944024,0.00036182,0.000007725142,0.0004025876],"genre_scores_gemma":[0.99896,0.00004455719,0.000105754,0.0000172276,0.00001210642,0.00001014545,0.0004640584,0.000005132119,0.0003809197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003244396,"threshold_uncertainty_score":0.01085359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105026443209733,"score_gpt":0.2480266794512352,"score_spread":0.2375240351302619,"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."}}