{"id":"W2211414713","doi":"10.1016/j.gie.2015.08.076","title":"A roadmap to the implementation of chromoendoscopy in inflammatory bowel disease colonoscopy surveillance practice","year":2015,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Chromoendoscopy; Inflammatory bowel disease; Colonoscopy; Dysplasia; Gastroenterology; Inflammatory Bowel Diseases; Internal medicine; Disease; Intensive care medicine; Colorectal cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009299893,0.0001818314,0.0002426093,0.0001725407,0.00004820738,0.00002722253,0.0001356248,0.00002114848,0.00003586236],"category_scores_gemma":[0.002162068,0.0001500973,0.00006693742,0.0004330713,0.00007115438,0.0001574756,0.00007203597,0.0002344356,0.00003939547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003005569,"about_ca_system_score_gemma":0.0007169777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001412418,"about_ca_topic_score_gemma":0.0009261703,"domain_scores_codex":[0.9982058,0.0002298316,0.0004393384,0.0003116235,0.0004717821,0.0003416601],"domain_scores_gemma":[0.9984071,0.0002894147,0.0002200492,0.0003466219,0.0003471318,0.0003896483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06169051,0.0002211298,0.9137455,0.0001342279,0.00003069459,0.0002357655,0.00122711,0.001099049,0.01666049,0.00008319046,0.003202577,0.001669817],"study_design_scores_gemma":[0.00693227,0.01518522,0.9563442,0.000683151,0.00009737416,0.001743111,0.00495231,0.001336016,0.007701887,0.00006706461,0.004664378,0.0002929787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868583,0.0002072934,0.006292429,0.00478717,0.0002252728,0.000982399,0.00002954711,0.00006962717,0.0005479665],"genre_scores_gemma":[0.9745105,0.000006589199,0.02458777,0.0004655574,0.0001780673,0.0001535206,0.00002167916,0.00002310785,0.00005319759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05475824,"threshold_uncertainty_score":0.612079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185036018623413,"score_gpt":0.3237152299859059,"score_spread":0.3052116281235646,"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."}}