{"id":"W3118767406","doi":"10.1093/ecco-jcc/jjaa267","title":"A Reliability Study: Strong Inter-Observer Agreement of an Expert Panel for Intestinal Ultrasound in Ulcerative Colitis","year":2020,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Ulcerative colitis; Ultrasound; Kappa; Grading (engineering); Gastroenterology; Radiology; Inflammatory bowel disease; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003561657,0.0001234353,0.0002438229,0.0000284929,0.00003590667,0.00003003404,0.0001408682,0.00005207747,0.00003296342],"category_scores_gemma":[0.0003963402,0.0001125515,0.00009464116,0.00003992405,0.00008679727,0.00002104161,0.00005351321,0.00009478086,2.037895e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003049504,"about_ca_system_score_gemma":0.0001501378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005001814,"about_ca_topic_score_gemma":0.0004108229,"domain_scores_codex":[0.9988388,0.0001557061,0.0005098755,0.0001940944,0.0001381296,0.0001634159],"domain_scores_gemma":[0.9990591,0.00004232638,0.0002461871,0.0001302673,0.0003377186,0.0001843778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2639011,0.009565913,0.5297112,0.001785811,0.001620034,0.003866727,0.04156307,0.0008236184,0.08952072,0.001532086,0.008541143,0.04756859],"study_design_scores_gemma":[0.002184552,0.002916027,0.9871124,0.00005218102,0.00002784529,0.00003701164,0.003874775,0.00008966775,0.002550809,0.0001103878,0.0009238264,0.0001205154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987319,0.00006777133,0.0005043391,0.0001006122,0.00005789332,0.0004062677,0.00006584048,0.0000015574,0.00006380437],"genre_scores_gemma":[0.9988515,0.00003159109,0.0006801463,0.0001989587,0.0001721097,0.00002426708,0.00001000305,0.00001040489,0.00002097157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4574012,"threshold_uncertainty_score":0.4589718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622579972285087,"score_gpt":0.2851803397296079,"score_spread":0.2589545400067571,"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."}}