{"id":"W2998640817","doi":"10.1093/jcag/gwz037","title":"Clinical Management of the Microbiome in Irritable Bowel Syndrome","year":2019,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute; Centre Hospitalier de l’Université de Montréal; University of Calgary","funders":"Pfizer; Allergan; Eli Lilly and Company","keywords":"Irritable bowel syndrome; Dysbiosis; Microbiome; Medicine; Rifaximin; Intestinal Microbiome; Immune system; Pathophysiology; Gut flora; Bioinformatics; Immunology; Antibiotics; Gastroenterology; Internal medicine; Biology; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001317463,0.00006844923,0.0003660007,0.0001495414,0.00002366691,0.000003791117,0.0002685152,0.00007819157,0.00006322788],"category_scores_gemma":[0.0001963561,0.000045877,0.0002715696,0.0001451804,0.00006930292,0.00003909025,0.00004413584,0.0003498383,0.000004430063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005135912,"about_ca_system_score_gemma":0.0002174072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002032273,"about_ca_topic_score_gemma":0.06880996,"domain_scores_codex":[0.9985066,0.0002561277,0.0007016593,0.00007812715,0.0002178656,0.000239617],"domain_scores_gemma":[0.9985529,0.00005555346,0.0009265814,0.0001882763,0.000176326,0.0001004233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001911483,0.0001039516,0.9977545,0.00005438219,0.0001328549,0.00001212697,0.00002947193,0.00007350712,0.0001454985,0.00003335839,0.001442283,0.00002694232],"study_design_scores_gemma":[0.002406518,0.0006807279,0.9956868,0.0002826316,0.00008602127,0.0002219115,0.0001167102,0.00001643465,0.000009453607,0.0001063935,0.0003696977,0.00001668682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826315,0.00001200647,0.000003953865,0.01612124,0.0005748454,0.0001947265,0.00001171732,8.200728e-7,0.0004491741],"genre_scores_gemma":[0.997729,0.000007979257,0.0003023209,0.001047567,0.00001387462,5.014352e-7,7.697669e-7,0.0000054742,0.0008924886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06677769,"threshold_uncertainty_score":0.9481818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009117050840393296,"score_gpt":0.2449504775257587,"score_spread":0.2358334266853654,"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."}}