{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001907265,0.000143811,0.0001541729,0.00008780485,0.00004243511,0.00005469511,0.0005315955,0.00005779614,0.0001101553],"category_scores_gemma":[0.0001057761,0.0001492411,0.00005482097,0.00009213222,0.00002077835,0.0000136717,0.0003784997,0.0000702145,0.000005152078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004943163,"about_ca_system_score_gemma":0.0005196509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002531655,"about_ca_topic_score_gemma":0.002401647,"domain_scores_codex":[0.9988623,0.0001356565,0.0003412113,0.0003646451,0.0001342595,0.0001619166],"domain_scores_gemma":[0.999184,0.00001973211,0.0001065758,0.0005269585,0.0000389766,0.0001237704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008244177,0.0001786051,0.9929888,0.0001005625,0.00004139593,0.000060636,0.00007565819,0.0007072894,0.002532914,0.00001709206,0.002387963,0.00008466536],"study_design_scores_gemma":[0.001889501,0.00003574855,0.9960547,0.0001795635,0.00005482593,6.079745e-8,0.00004631952,0.0003865158,0.0004445098,0.0001722275,0.0005896585,0.0001463862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980508,0.0001446114,0.00003378487,0.00008632876,0.0001811869,0.001018663,0.00009601297,0.000006997405,0.0003816022],"genre_scores_gemma":[0.9940591,0.000005687984,0.0001190824,0.0001473419,0.00005562399,0.00006491764,0.0001149723,0.00001379344,0.005419505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005037902,"threshold_uncertainty_score":0.6085876,"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."}}