{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005689915,0.0002369138,0.0003339628,0.0001593841,0.0001044544,0.00003535995,0.0002249885,0.00005789987,0.0001513872],"category_scores_gemma":[0.000832876,0.0002516745,0.0001598537,0.0001044007,0.00002708355,0.00002150797,0.0001715865,0.0001462099,0.000008512049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009779351,"about_ca_system_score_gemma":0.000410124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001709584,"about_ca_topic_score_gemma":0.00002276708,"domain_scores_codex":[0.9980085,0.0002113462,0.0006405773,0.000450596,0.0003586089,0.0003303922],"domain_scores_gemma":[0.998898,0.00008892545,0.0002378861,0.0003871038,0.00005999056,0.0003280872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1978558,0.001923346,0.4572517,0.0001218019,0.0003972212,0.0004572239,0.01070433,0.006433191,0.3226903,0.00009151162,0.0002567796,0.001816777],"study_design_scores_gemma":[0.2557414,0.001199049,0.6692022,0.00005761086,0.0003730574,0.00000170552,0.006163526,0.002733804,0.06347482,0.0000418352,0.000271221,0.0007398243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954156,0.0000395996,0.00009999152,0.00007953263,0.0002510437,0.003973794,0.0000564565,0.00002110816,0.00006281886],"genre_scores_gemma":[0.9966293,0.000005243795,0.0003538213,0.0001080243,0.0001459645,0.002460273,0.0001588872,0.00003701252,0.0001014575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2592155,"threshold_uncertainty_score":0.9999936,"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."}}