{"id":"W2787871118","doi":"10.1016/s2468-1253(18)30003-7","title":"Epidemiology, clinical characteristics, and associations for symptom-based Rome IV functional dyspepsia in adults in the USA, Canada, and the UK: a cross-sectional population-based study","year":2018,"lang":"en","type":"article","venue":"The Lancet. Gastroenterology & hepatology","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":284,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Ono Pharmaceutical; Göteborgs Universitet; Ironwood Pharmaceuticals, Incorporated","keywords":"Medicine; Irritable bowel syndrome; Population; Heartburn; Epidemiology; Cross-sectional study; Distress; Quality of life (healthcare); Family medicine; Gerontology; Demography; Psychiatry; Internal medicine; Environmental health; Clinical psychology; Disease","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":[0.003777434,0.0002152845,0.0008634531,0.0001036728,0.0003063272,0.00001292876,0.000207026,0.0001649581,0.00004015328],"category_scores_gemma":[0.002189422,0.0001332577,0.00009603727,0.000115799,0.00113503,0.00002844562,0.00005059638,0.0006548046,0.000002123272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250136,"about_ca_system_score_gemma":0.0002777872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09807586,"about_ca_topic_score_gemma":0.9142765,"domain_scores_codex":[0.996013,0.001731232,0.0009874643,0.0005141701,0.0001553824,0.0005986936],"domain_scores_gemma":[0.9942539,0.004763201,0.0003608047,0.0003640058,0.0001765982,0.00008153932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008012895,0.0003296392,0.9909711,0.00001761469,0.00006015507,0.000009845861,0.00007045117,0.00002562476,5.289438e-7,0.0001772477,0.0002914883,0.00003342709],"study_design_scores_gemma":[0.0137024,0.001569727,0.974391,0.00001799226,0.00006615018,0.0001059838,0.00008028128,0.009622506,3.109678e-8,0.000354782,0.00003134639,0.00005774691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845297,0.00002458108,0.0007917836,0.01293716,0.0004190145,0.001156576,0.0001211803,0.00001196165,0.000008074204],"genre_scores_gemma":[0.980223,0.000002642727,0.0002069799,0.01871063,0.0003684055,0.000277675,0.0001909081,0.00001102478,0.000008726334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8162006,"threshold_uncertainty_score":0.9079301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05677299185539573,"score_gpt":0.3466567427245865,"score_spread":0.2898837508691907,"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."}}