{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001832026,0.0001772011,0.0001334438,0.00004895039,0.00009909309,0.00001739262,0.0002002843,0.0001571564,0.00005965547],"category_scores_gemma":[0.0009077494,0.0001859417,0.0001564568,0.00005052285,0.0002359494,0.000008658376,0.00006411821,0.00005735196,0.0000374711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000341931,"about_ca_system_score_gemma":0.0002199507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002546905,"about_ca_topic_score_gemma":0.00002502709,"domain_scores_codex":[0.9988135,0.00005743573,0.0003064069,0.0003584737,0.0001717115,0.0002925293],"domain_scores_gemma":[0.9988914,0.00004650479,0.0001550701,0.000415454,0.0002635114,0.0002280171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002058928,0.0003777232,0.8202786,0.0001230515,0.0001490496,0.00001536788,0.000102721,0.00002981256,0.1679331,0.001039018,0.007304985,0.0005875626],"study_design_scores_gemma":[0.001795876,0.0002357722,0.8490928,0.00003883841,0.00008345557,2.903787e-7,0.00003834503,0.001774479,0.1423787,0.0001172982,0.004191834,0.0002523166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997306,0.00006325986,0.001094628,0.00008735625,0.0002388094,0.0005404946,0.000257853,0.00003180774,0.0003797156],"genre_scores_gemma":[0.9970226,0.00002138794,0.001520375,0.0001140138,0.000342259,0.0004020591,0.0003494068,0.00003508216,0.0001928508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02881419,"threshold_uncertainty_score":0.7582484,"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."}}