{"id":"W4213420531","doi":"10.1002/ueg2.12185","title":"PICaSSO virtual electronic chromendoscopy accurately reflects combined endoscopic and histological assessment for prediction of clinical outcomes in ulcerative colitis","year":2022,"lang":"en","type":"article","venue":"United European Gastroenterology Journal","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute for Health and Care Research","keywords":"Medicine; Chromoendoscopy; Ulcerative colitis; Gastroenterology; Internal medicine; Endoscopy; Histology; Colonoscopy; Clinical endpoint; Clinical trial; Colorectal cancer; Disease; Cancer","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":[0.001415769,0.0001846645,0.0002984075,0.0002283598,0.0002367586,0.00001729841,0.0002417527,0.00006264938,0.00005160358],"category_scores_gemma":[0.0002454897,0.0001786901,0.0001356712,0.00005941789,0.0001922454,0.00001016301,0.0002238689,0.0006158949,5.686151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075869,"about_ca_system_score_gemma":0.0001528054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001197635,"about_ca_topic_score_gemma":0.0000336502,"domain_scores_codex":[0.9957587,0.00250946,0.0008013839,0.0003307686,0.0001525118,0.0004471508],"domain_scores_gemma":[0.9990394,0.00006085432,0.0004566166,0.0001803796,0.0001164187,0.0001463777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006099015,0.0004723342,0.9854494,0.000009289859,0.0002572299,0.0002040488,0.00005656463,0.00026047,0.006204018,0.000297484,0.0005140115,0.0001760762],"study_design_scores_gemma":[0.008607025,0.008903548,0.9809013,0.000007466856,0.00004877394,0.0001746601,0.0001326511,0.0002319244,0.00005670382,0.00004688625,0.0008187086,0.00007033939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974619,0.00001626002,0.001300036,0.0001835923,0.000343554,0.0003549384,0.00019641,0.00001077474,0.0001326077],"genre_scores_gemma":[0.9983913,0.00007401606,0.0004759443,0.0005502958,0.0001017429,0.0000398708,0.0002651586,0.00002636061,0.00007534048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008431214,"threshold_uncertainty_score":0.7286771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012487108165072,"score_gpt":0.3278608150582598,"score_spread":0.2977359439766091,"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."}}