{"id":"W4365443159","doi":"10.1111/nmo.14594","title":"The epidemiology and psychological comorbidity of disorders of <scp>gut–brain</scp> interaction in Australia: Results from the Rome Foundation Global Epidemiology Study","year":2023,"lang":"en","type":"article","venue":"Neurogastroenterology & Motility","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; Population Health Research Institute","funders":"Ironwood Pharmaceuticals, Incorporated; Takeda Pharmaceutical Company; Allergan; Shire","keywords":"Epidemiology; Comorbidity; Foundation (evidence); Psychiatry; Medicine; Psychology; Clinical psychology; Pathology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006478821,0.0001536469,0.0002491686,0.0008964792,0.0003054343,0.000389688,0.0002700381,0.000287272,0.0004739392],"category_scores_gemma":[0.001927745,0.0002385528,0.0005285963,0.001240168,0.0002413237,0.0003205176,0.001044517,0.0004472739,0.0000891899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005123199,"about_ca_system_score_gemma":0.0005837181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06745598,"about_ca_topic_score_gemma":0.06428729,"domain_scores_codex":[0.9993212,0.0002029095,0.000119045,0.0001068717,0.0001618,0.00008823806],"domain_scores_gemma":[0.9987576,0.00008358598,0.0006804165,0.00004550606,0.0002222568,0.0002105466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001065387,0.000009107993,0.9982596,0.00003376941,0.00003923309,0.00003841666,0.0002562692,0.00001555853,0.00006281088,0.0000101925,0.0001069526,0.001157452],"study_design_scores_gemma":[4.600053e-7,0.000007637039,0.9997748,0.000006340966,0.000007375951,0.00003736508,0.00008439147,0.00002021042,0.000002899902,0.000003041219,0.00005465318,7.898864e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975817,0.0009047892,0.00006879024,0.0001810443,0.000005982128,0.00002325607,0.0006575467,0.000002293303,0.0005745114],"genre_scores_gemma":[0.9986797,0.0005695133,0.0001228782,0.00006341821,0.000007621381,0.00002262665,0.0003849298,0.000001005805,0.0001483341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06745598,"threshold_uncertainty_score":0.1341267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1384815671737439,"score_gpt":0.4049156246432597,"score_spread":0.2664340574695158,"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."}}