{"id":"W4410923431","doi":"10.1002/jgh3.70192","title":"Compounding Prevalence of Inflammatory Bowel Disease in a 2024 Population‐Based Study From Canterbury, New Zealand","year":2025,"lang":"en","type":"article","venue":"JGH Open","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Otago","keywords":"Medicine; Inflammatory bowel disease; Epidemiology; Ulcerative colitis; Population; Cohort; Etiology; Disease; Crohn's disease; Cohort study; Internal medicine; Demography; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006304141,0.0004283516,0.0003339101,0.001329834,0.0008934251,0.0009487976,0.0007295833,0.0004991957,0.002096293],"category_scores_gemma":[0.001189093,0.00049021,0.0006008602,0.001965708,0.0005912774,0.0005147164,0.0007394179,0.0005884222,0.0003148549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003100903,"about_ca_system_score_gemma":0.002936536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7529897,"about_ca_topic_score_gemma":0.7137047,"domain_scores_codex":[0.9993368,0.00008689029,0.00006312819,0.0001715596,0.0001812121,0.0001603678],"domain_scores_gemma":[0.9990041,0.00004133683,0.0004201726,0.00005012549,0.0002473976,0.0002369478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000636059,0.00001498371,0.9972196,0.00003058575,0.0000512844,0.00021797,0.0006734797,0.0000205449,0.0005838621,0.00001370798,0.0002615578,0.0008488559],"study_design_scores_gemma":[0.000003655019,0.000014136,0.999472,0.000007282197,0.000006824049,0.00004953546,0.000287578,0.00001988816,0.0000099821,0.000002061916,0.0001249057,0.00000216914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975993,0.0002662551,0.00003998905,0.0001129249,0.000006272926,0.00002915756,0.001337333,0.000002345453,0.000606382],"genre_scores_gemma":[0.9985005,0.0001988203,0.00008620738,0.00003917566,0.000005341053,0.00003174194,0.0007996595,0.000001769797,0.0003368072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7529897,"threshold_uncertainty_score":0.4969299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057449311167349,"score_gpt":0.2884402174295557,"score_spread":0.2778657243178822,"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."}}