{"id":"W4392284353","doi":"10.1016/j.cgh.2024.02.014","title":"Dynamic Prediction of Advanced Colorectal Neoplasia in Inflammatory Bowel Disease","year":2024,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Amgen; AbbVie Canada; Sandoz Canada; Pfizer Canada; Celltrion; Gilead Sciences; Janssen Canada; Amgen Canada; Pfizer; Eli Lilly and Company; Takeda Canada; U.S. Department of Veterans Affairs","keywords":"Medicine; Inflammatory bowel disease; Internal medicine; Gastroenterology; Colorectal cancer; Oncology; Disease; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002925802,0.0001126165,0.000362996,0.0001748466,0.00002209468,0.000004223622,0.00003876028,0.0001946179,0.00002770676],"category_scores_gemma":[0.0001481994,0.0001038089,0.0001118766,0.00007743749,0.0003795767,0.00005245175,0.00004710754,0.0004473783,0.000005597702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004024774,"about_ca_system_score_gemma":0.0001082328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000780442,"about_ca_topic_score_gemma":0.0002799174,"domain_scores_codex":[0.9986632,0.000150378,0.0005457271,0.0003606155,0.00006287036,0.000217142],"domain_scores_gemma":[0.9994305,0.0002003401,0.00006446789,0.0001199863,0.00003140503,0.0001532949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02024221,0.0001038275,0.9729523,0.0001607234,0.00005491406,0.0002133605,0.00004311401,0.00001277854,0.0001788299,0.00008014427,0.00007709098,0.005880703],"study_design_scores_gemma":[0.001741229,0.005832259,0.9668619,0.0001175861,0.00008600853,0.000267758,0.00002969589,0.02435979,0.00001316061,0.0002136953,0.0004396926,0.00003719776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964643,0.00090078,0.0003090264,0.0009904249,0.0008906461,0.000265745,0.00001842069,0.00008453769,0.00007610094],"genre_scores_gemma":[0.9989774,0.00039075,0.0001761843,0.0002773202,0.00005211762,0.00005825035,0.00002166191,0.00001127442,0.00003509776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02434701,"threshold_uncertainty_score":0.4233205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292774272748829,"score_gpt":0.3065860719145215,"score_spread":0.2936583291870332,"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."}}