{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002815625,0.000448366,0.0005543024,0.0007355385,0.0001707645,0.001148913,0.000322757,0.0004219665,0.001503865],"category_scores_gemma":[0.006051407,0.0002663278,0.0004807805,0.0004706882,0.0003264243,0.0006202213,0.0009825114,0.0004106281,0.0003015326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002312666,"about_ca_system_score_gemma":0.0001953077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004844072,"about_ca_topic_score_gemma":0.0008340374,"domain_scores_codex":[0.9984498,0.0008301,0.0000844002,0.0002143508,0.0003009386,0.0001204225],"domain_scores_gemma":[0.9959583,0.001602709,0.001255696,0.000323071,0.0003709328,0.000489392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003739654,0.00008051369,0.9813007,0.00005573362,0.0001715641,0.00003734075,0.00003609617,0.0004530284,0.0007151853,0.00002434729,0.00009338798,0.01329242],"study_design_scores_gemma":[0.00009785311,0.002070258,0.9903369,0.00003925146,0.0002532968,0.000508671,0.0001031012,0.005409268,0.0006292097,0.00009245861,0.0004445214,0.00001531448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975778,0.0009583465,0.000638148,0.00003694062,0.0000132317,0.00002026667,0.0001176122,0.0000121906,0.0006254663],"genre_scores_gemma":[0.9992412,0.0001176216,0.0003413018,0.00001025345,0.000009133963,0.000007466386,0.000139446,0.000001980903,0.0001315286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002815625,"threshold_uncertainty_score":0.01489061,"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."}}