{"id":"W4229006139","doi":"10.1055/s-0042-1744591","title":"VALIDATION OF A NEW OPTICAL DIAGNOSIS TRAINING PLATFORM TO IMPROVE DYSPLASIA CHARACTERISATION IN INFLAMMATORY BOWEL DISEASE (OPTIC-IBD): A MULTICENTRE RANDOMISED CONTROLLED STUDY","year":2022,"lang":"en","type":"article","venue":"Endoscopy","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Inflammatory bowel disease; Dysplasia; Disease; Physical therapy; Internal medicine","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":[0.00736781,0.001794463,0.002880489,0.0003994461,0.0007350129,0.001380401,0.00109862,0.00320478,0.008874869],"category_scores_gemma":[0.009366632,0.0007137423,0.002664182,0.0004407459,0.00177676,0.001470852,0.001262961,0.00264339,0.001324205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343787,"about_ca_system_score_gemma":0.001993575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001315934,"about_ca_topic_score_gemma":0.001662235,"domain_scores_codex":[0.9951547,0.002906141,0.0003673854,0.0006613218,0.0004524944,0.0004579405],"domain_scores_gemma":[0.9954412,0.001269324,0.001419422,0.0005168579,0.0005386155,0.0008144723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9282672,0.0295561,0.001970623,0.002213383,0.001624997,0.00002982858,0.0001240463,0.0004595665,0.002511807,0.0001309032,0.001054759,0.03205668],"study_design_scores_gemma":[0.6463197,0.3380328,0.009651584,0.0003243334,0.002001524,0.00002835872,0.00008815861,0.0005919685,0.0008749212,0.0002135886,0.001823043,0.00005000361],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520752,0.005231713,0.003281687,0.001257887,0.001536397,0.03243731,0.001283791,0.0001765003,0.002719433],"genre_scores_gemma":[0.9535217,0.001723704,0.007593866,0.001449158,0.0008421441,0.03170058,0.0009035732,0.00004151433,0.002223772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008874869,"threshold_uncertainty_score":0.03896517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149244936578712,"score_gpt":0.2566706786288345,"score_spread":0.2451782292630474,"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."}}