{"id":"W3033064585","doi":"10.1016/j.gie.2020.03.2934","title":"Mo1740 OPTICAL ENHANCEMENT AND PROBE CONFOCAL LASER ENDOMICROSCOPY CAN ACCURATELY PREDICT RESPONSE TO BIOLOGICAL THERAPY IN INFLAMMATORY BOWEL DISEASE PATIENTS","year":2020,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Chromoendoscopy; Inflammatory bowel disease; Colonoscopy; Endoscopy; Ulcerative colitis; Crohn's disease; Gastroenterology; Infliximab; Internal medicine; Endoscope; Prospective cohort study; Radiology; Disease; Colorectal 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000318471,0.0003948389,0.0002461792,0.0000688217,0.0000788737,0.00007427164,0.0002911117,0.00008162008,0.00005105824],"category_scores_gemma":[0.001930894,0.0003612881,0.00008881149,0.00008884168,0.0002444459,0.00001462478,0.0002906773,0.0002155474,0.00003011837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005608057,"about_ca_system_score_gemma":0.0003372451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005222631,"about_ca_topic_score_gemma":0.000007765389,"domain_scores_codex":[0.9975126,0.0003528941,0.0004849972,0.0007878833,0.0002464871,0.0006151639],"domain_scores_gemma":[0.9983553,0.00008435824,0.0001057593,0.0003130871,0.0001389755,0.001002526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0488467,0.0001872086,0.438721,0.00002686158,0.00001406495,0.0003414686,0.00006889821,0.00007749726,0.5111762,0.00001724241,0.0003497106,0.0001731895],"study_design_scores_gemma":[0.007143557,0.003826898,0.9281667,0.0001305462,0.00001173549,0.00003401677,0.00007124626,0.000193916,0.05910864,0.00002072919,0.0008183452,0.000473621],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963182,0.0000492971,0.001500794,0.0006898372,0.00005161249,0.001169805,0.0001229125,0.00004139103,0.00005611551],"genre_scores_gemma":[0.9917082,0.0000332384,0.005733839,0.001929925,0.0001417137,0.0002448037,0.0001429094,0.00004093628,0.00002441442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4894457,"threshold_uncertainty_score":0.9998839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654793084633198,"score_gpt":0.2563630375115483,"score_spread":0.2398151066652164,"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."}}