{"id":"W2971673290","doi":"10.1111/den.13521","title":"Performance measures in inflammatory bowel disease surveillance colonoscopy: Implementing changes to practice improves performance","year":2019,"lang":"en","type":"article","venue":"Digestive Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute for Health and Care Research","keywords":"Medicine; Chromoendoscopy; Colonoscopy; Inflammatory bowel disease; Endoscopy; Internal medicine; Clinical Practice; Colorectal cancer; Gastroenterology; Disease; Physical therapy; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006843217,0.000258486,0.0003089641,0.000261543,0.0001253472,0.0000493192,0.0001251747,0.00006691998,0.00003747228],"category_scores_gemma":[0.0005632737,0.000251303,0.00005030837,0.000399978,0.00004331247,0.0003593621,0.0001065818,0.0003264189,0.0001276083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003094408,"about_ca_system_score_gemma":0.0002500457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001666947,"about_ca_topic_score_gemma":0.0001776546,"domain_scores_codex":[0.9980778,0.000086807,0.000294551,0.000514803,0.000438109,0.0005879895],"domain_scores_gemma":[0.9987829,0.0002116857,0.0001613521,0.0003444894,0.0002350145,0.0002645098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0148364,0.0000686602,0.9482364,0.00026544,0.00003407191,0.00001587556,0.0006399527,0.0002107059,0.01748923,0.000007916545,0.00008693054,0.01810838],"study_design_scores_gemma":[0.001550124,0.002893172,0.9525015,0.0004037441,0.00002912135,0.00001177125,0.0003247149,0.003027756,0.01823042,0.000001058296,0.0207444,0.0002822023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941406,0.0004030346,0.00007145913,0.0009633653,0.0005598555,0.00117948,0.00001152299,0.0001394246,0.002531263],"genre_scores_gemma":[0.9973431,0.0002197694,0.0007880431,0.0006454142,0.0002014913,0.0002677608,0.00001892947,0.0000390876,0.0004764498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02065747,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226977511868132,"score_gpt":0.2808275482468494,"score_spread":0.2685577731281681,"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."}}