{"id":"W4381158272","doi":"10.1002/ueg2.12425","title":"Work productivity and activity impairment in disorders of gut‐brain interaction: Data from the Rome Foundation Global Epidemiology Study","year":2023,"lang":"en","type":"article","venue":"United European Gastroenterology Journal","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; Population Health Research Institute","funders":"Allergan; Shire; Ironwood Pharmaceuticals, Incorporated","keywords":"Presenteeism; Medicine; Epidemiology; Absenteeism; Demography; Sick leave; Distress; Interquartile range; Gerontology; Physical therapy; Clinical psychology; Internal medicine; Psychology","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":[0.003570035,0.0001799149,0.0003302459,0.0002271482,0.0001279524,0.00001834621,0.0003199634,0.00003024985,0.00004865483],"category_scores_gemma":[0.002604354,0.0001340352,0.00005478038,0.0004768667,0.0002981859,0.0002098558,0.0004386099,0.0007169131,0.00001754106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007139508,"about_ca_system_score_gemma":0.00003248484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002536794,"about_ca_topic_score_gemma":0.001327117,"domain_scores_codex":[0.9952292,0.003297364,0.0005255778,0.0004198463,0.0001510155,0.000377011],"domain_scores_gemma":[0.9982895,0.0006095064,0.0003389207,0.0005692584,0.00006859278,0.000124271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003017271,0.000850707,0.9902735,0.000009029261,0.0001215092,0.00006488254,0.0004048306,0.0003420527,0.0000512094,0.000002369929,0.001359512,0.003503136],"study_design_scores_gemma":[0.00278481,0.002187342,0.9915064,0.0000888042,0.00006946385,0.0003803197,0.001736021,0.0008401597,2.111467e-7,0.0001902669,0.0001703488,0.0000458472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738132,0.00001796469,0.001295978,0.02407928,0.0002499429,0.0004096902,0.00002689438,0.00003562174,0.00007137802],"genre_scores_gemma":[0.9989441,0.00002404986,0.0002082707,0.0005360804,0.0001291832,0.0000027598,0.000127898,0.00001383644,0.00001380853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02513087,"threshold_uncertainty_score":0.5465795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07848715414182882,"score_gpt":0.3425696907651861,"score_spread":0.2640825366233573,"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."}}