{"id":"W2900228356","doi":"10.1111/nmo.13483","title":"Subgroups of IBS patients are characterized by specific, reproducible profiles of GI and non‐GI symptoms and report differences in healthcare utilization: A population‐based study","year":2018,"lang":"en","type":"article","venue":"Neurogastroenterology & Motility","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Seventh Framework Programme; Ferring; Medicinska Forskningsrådet; Göteborgs Universitet; AFA Försäkring; Rome Foundation","keywords":"Medicine; Cohort; Constipation; Population; Irritable bowel syndrome; Health care; Internal medicine; Diarrhea","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":[0.0003920787,0.0002142083,0.0007080591,0.0001617878,0.00005786321,0.000007881384,0.00008709182,0.0000729486,0.00001791029],"category_scores_gemma":[0.0003369662,0.0001975971,0.00004895034,0.0001902532,0.0003542782,0.00009498547,0.00008584747,0.0001949378,3.132159e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002260664,"about_ca_system_score_gemma":0.00002512381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003164316,"about_ca_topic_score_gemma":0.0002793035,"domain_scores_codex":[0.9975176,0.0003044826,0.0008277094,0.0008084803,0.0002622594,0.0002794498],"domain_scores_gemma":[0.9983836,0.00005586122,0.0005197315,0.0005834879,0.0003315371,0.0001258148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000772655,0.001898893,0.9959653,0.0002762076,0.00001618474,0.00001506216,0.0001380525,1.152603e-7,0.0005177009,6.402569e-7,0.00001241399,0.0003867994],"study_design_scores_gemma":[0.003445016,0.005335932,0.9906198,0.00009604129,0.00003577685,0.00002566255,0.0001319136,0.00007060623,0.0001941111,0.00001473732,0.000004214716,0.00002619077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997506,0.00003784941,0.00008208549,0.0007362698,0.00009504279,0.001442926,0.00007074562,0.00002448159,0.000004559354],"genre_scores_gemma":[0.9994467,0.000007773655,0.000169237,0.0001666117,0.00002676206,0.00003691289,0.0001266283,0.00001297868,0.000006352263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005345477,"threshold_uncertainty_score":0.8057775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035533886953234,"score_gpt":0.2772882589028323,"score_spread":0.2469329200333,"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."}}