{"id":"W2906810187","doi":"10.1055/a-0757-7759","title":"A multimodal (FACILE) classification for optical diagnosis of inflammatory bowel disease associated neoplasia","year":2018,"lang":"en","type":"article","venue":"Endoscopy","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Birmingham; National Institute for Health and Care Research; Birmingham Biomedical Research Centre; University Hospitals Birmingham NHS Foundation Trust","keywords":"Medicine; Dysplasia; Inflammatory bowel disease; Logistic regression; Kappa; Radiology; Lesion; Reproducibility; Colonoscopy; Cohen's kappa; Disease; Internal medicine; Pathology; Colorectal cancer; Cancer; Machine learning","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":[0.006442768,0.0005196512,0.0004238692,0.003152797,0.0003179793,0.0008858956,0.0005554289,0.0007163815,0.003140341],"category_scores_gemma":[0.01696113,0.000261629,0.0007073841,0.0007212761,0.0005302254,0.0009418439,0.001404808,0.0005394627,0.0007360353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004863843,"about_ca_system_score_gemma":0.0004836494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006135853,"about_ca_topic_score_gemma":0.001018708,"domain_scores_codex":[0.9966904,0.001131583,0.0003246244,0.0006155813,0.001092266,0.0001455034],"domain_scores_gemma":[0.9853882,0.005874187,0.002422788,0.001571145,0.004304341,0.0004393085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001300055,0.0002636865,0.482453,0.0005302688,0.0002926865,0.0003004077,0.000476442,0.007326406,0.05092229,0.001245475,0.003783225,0.451106],"study_design_scores_gemma":[0.0002197378,0.002492594,0.7620985,0.0002580342,0.0003518152,0.006911451,0.0004659782,0.1637466,0.05202447,0.001917144,0.00930119,0.0002125223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7260867,0.00071874,0.2633462,0.0004851528,0.00009971938,0.001014774,0.001124996,0.001559033,0.005564673],"genre_scores_gemma":[0.7531295,0.0001510915,0.2447328,0.0001004722,0.00005919243,0.0003616766,0.0005511112,0.00007501603,0.0008391487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006442768,"threshold_uncertainty_score":0.03407305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148235771530097,"score_gpt":0.2667576510374254,"score_spread":0.2552752933221244,"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."}}