{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005149757,0.0005166078,0.000563202,0.001503035,0.0001903115,0.001007642,0.0006290777,0.0004032985,0.000618538],"category_scores_gemma":[0.01402294,0.0002599655,0.0009318827,0.0013075,0.0003167596,0.0004760641,0.0007264858,0.0006378645,0.0001224459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008831821,"about_ca_system_score_gemma":0.00106834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007878253,"about_ca_topic_score_gemma":0.006901737,"domain_scores_codex":[0.9985586,0.0006357174,0.0001102366,0.0003711084,0.0002379688,0.00008646394],"domain_scores_gemma":[0.9929258,0.003717617,0.001985141,0.0004661159,0.000691232,0.0002141749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004272937,0.000055219,0.9421654,0.00007727434,0.0004407229,0.00009479315,0.00006969386,0.03766164,0.0003239689,0.0001960088,0.0002414278,0.01824643],"study_design_scores_gemma":[0.00006715454,0.0005464874,0.7930176,0.0001251861,0.0005727805,0.0005307452,0.00009556617,0.2008899,0.0008444011,0.00167144,0.001604345,0.00003444013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766912,0.001590051,0.01966447,0.000214443,0.0000296669,0.00007082988,0.0008679048,0.00007647982,0.0007948803],"genre_scores_gemma":[0.9953582,0.0002153075,0.003462736,0.00001762657,0.00001334108,0.00002859142,0.0007888059,0.000005116468,0.0001102911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007878253,"threshold_uncertainty_score":0.02723479,"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."}}