{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006541063,0.0002709538,0.000388868,0.0009161431,0.000531327,0.0007488538,0.0003594797,0.0006710054,0.001599687],"category_scores_gemma":[0.002071038,0.000268172,0.0004822215,0.0009918758,0.0003869573,0.000732078,0.0006857805,0.0004047885,0.0004541516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062169,"about_ca_system_score_gemma":0.0002277919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002065305,"about_ca_topic_score_gemma":0.001856488,"domain_scores_codex":[0.9994872,0.0001389976,0.00006322958,0.0001417671,0.00009261903,0.00007616207],"domain_scores_gemma":[0.9993038,0.0001294523,0.0002933528,0.00007782139,0.00007873827,0.0001167999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000133778,0.0000604083,0.9979089,0.00001555664,0.00005243856,0.00006960402,0.0003232154,0.00001241474,0.0002869892,0.00001865071,0.00008628589,0.00103175],"study_design_scores_gemma":[0.00001011741,0.0001293082,0.9983462,0.000006935137,0.00002438011,0.0003529352,0.0008532936,0.00005772657,0.00003138189,0.00003439678,0.0001489931,0.000004277915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994279,0.000114475,0.00008373186,0.00002064208,0.000003407109,0.00002009105,0.0001667899,0.000001639828,0.0001612695],"genre_scores_gemma":[0.9994584,0.0000529676,0.00007037548,0.00002712875,0.000008145046,0.00002201296,0.0002952375,0.000001266957,0.00006445772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002065305,"threshold_uncertainty_score":0.005351543,"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."}}