{"id":"W2137007351","doi":"10.1136/gut.46.1.78","title":"Irritable bowel syndrome in general practice: prevalence, characteristics, and referral","year":2000,"lang":"en","type":"article","venue":"Gut","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":476,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Irritable bowel syndrome; Referral; Medical diagnosis; Organic disease; Logistic regression; Denial; Disease; Internal medicine; Psychosocial; Family medicine; Psychiatry; Pathology","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":[0.0001681834,0.00009477148,0.000167205,0.00005073601,0.00003346056,0.00001864813,0.00004073418,0.0000468605,0.0007341228],"category_scores_gemma":[0.000280213,0.00009033726,0.00002284406,0.00008081833,0.00006315159,0.0001685339,0.00001557978,0.0001904508,0.0001233848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002510331,"about_ca_system_score_gemma":0.0000391916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001881397,"about_ca_topic_score_gemma":0.00001455627,"domain_scores_codex":[0.999216,0.00003509188,0.0001870248,0.0002065654,0.0001267113,0.0002285703],"domain_scores_gemma":[0.9996402,0.00003641907,0.00003071551,0.0001527182,0.0000327335,0.0001071944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001298972,0.0009434786,0.9683521,0.0007888044,0.00003376928,0.001351523,0.0004832337,0.00001055757,0.0009306352,0.0005125889,0.002230857,0.02306349],"study_design_scores_gemma":[0.000885639,0.0003173514,0.9896231,0.0001556438,0.00003645632,0.001610782,0.00006405146,0.0002786737,0.000003982868,0.0001370196,0.006812323,0.00007496222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800971,0.0002766989,0.000005652751,0.002166284,0.00003839453,0.0001905135,0.000009103414,0.00003098784,0.01718531],"genre_scores_gemma":[0.9848343,0.000206869,0.002396278,0.0007536479,0.00003986976,0.000008933426,0.00001723471,0.000009758248,0.01173309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02298853,"threshold_uncertainty_score":0.8038129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01484791573522912,"score_gpt":0.2747768238218481,"score_spread":0.2599289080866191,"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."}}