{"id":"W4388509542","doi":"10.58931/cibdt.2023.1318","title":"Colorectal neoplasia surveillance in inflammatory bowel disease","year":2023,"lang":"en","type":"article","venue":"Canadian IBD Today","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Colonoscopy; Inflammatory bowel disease; Colorectal cancer; Population; Internal medicine; Disease; Primary sclerosing cholangitis; Family history; Gastroenterology; Cancer; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000222019,0.0001772361,0.00009927604,0.0002186028,0.00009261743,0.000038197,0.0002405746,0.0001353829,0.00009067704],"category_scores_gemma":[0.000224228,0.0002104093,0.00007743002,0.0001970603,0.00008762238,0.000006190689,0.00005717791,0.0001030306,0.0004314308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189048,"about_ca_system_score_gemma":0.001342038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908541,"about_ca_topic_score_gemma":0.2766879,"domain_scores_codex":[0.9986233,0.0000879384,0.0001971959,0.0003815831,0.0001184682,0.00059149],"domain_scores_gemma":[0.9986469,0.0000122846,0.00003732093,0.0003842785,0.00004778416,0.0008714371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001396434,0.00001001279,0.9676765,0.00004053709,0.00001894582,0.002541965,0.00007062442,0.0005325995,0.003188263,0.0002878771,0.02512116,0.0003719162],"study_design_scores_gemma":[0.0003923823,0.00001403624,0.9450803,0.00001170179,0.000003089963,0.000003297343,0.00003378614,0.0002591755,0.0002268934,0.00006461662,0.05365569,0.0002550629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961511,0.0001207279,0.000001542261,0.0003550888,0.0003295562,0.0003447112,0.0002106474,0.00004297316,0.002443658],"genre_scores_gemma":[0.9973952,0.00003307896,0.000007500188,0.0004535575,0.0002040036,0.000122556,0.0004250224,0.00004090557,0.001318148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2747793,"threshold_uncertainty_score":0.8580242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004656364839486529,"score_gpt":0.2067460450018943,"score_spread":0.2020896801624077,"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."}}