{"id":"W4406051419","doi":"10.1111/nmo.14977","title":"Sex Differences, Menses‐Related Symptoms and Menopause in Disorders of Gut–Brain Interaction","year":2025,"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":"McMaster University; Hamilton Health Sciences","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; Rome Foundation","keywords":"Medicine; Menopause; Irritable bowel syndrome; Constipation; Internal medicine; Logistic regression; Functional constipation; Bloating; Diarrhea","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002708609,0.0002243425,0.0005394075,0.0002954179,0.00004187801,0.000008290762,0.0001114084,0.000107549,0.00006410792],"category_scores_gemma":[0.0004486977,0.000217962,0.00007756165,0.0002361946,0.0004383099,0.00009740314,0.0001193775,0.000494879,0.000002072269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000478485,"about_ca_system_score_gemma":0.00003591145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002124758,"about_ca_topic_score_gemma":0.0004986497,"domain_scores_codex":[0.9980947,0.0003233127,0.0005685746,0.0005159208,0.0001344926,0.0003629767],"domain_scores_gemma":[0.9991477,0.0002301614,0.0001301367,0.000340684,0.00004989642,0.0001014493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003141556,0.0006941765,0.9927271,0.0001264641,0.00005582425,0.00001181926,0.0001664245,0.00001392286,0.003276814,0.00005940773,0.00009215542,0.00246172],"study_design_scores_gemma":[0.003156634,0.001600638,0.9928182,0.0001063191,0.00006332066,0.00005279585,0.0002168581,0.001110161,0.00008343587,0.0007138631,0.00005649697,0.00002123683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923752,0.00004993251,0.0002306441,0.005931164,0.0001792338,0.000437226,0.00001015946,0.00005518688,0.0007312336],"genre_scores_gemma":[0.9987559,0.00002797529,0.00010185,0.0009340618,0.000004852255,0.00001720045,0.00001632224,0.000009765777,0.0001320231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006380729,"threshold_uncertainty_score":0.8888232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006971183398939663,"score_gpt":0.2586230203168824,"score_spread":0.2516518369179427,"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."}}