{"id":"W4287968058","doi":"10.17615/mfh8-d068","title":"Prevalence of Rome IV Functional Bowel Disorders Among Adults in the United States, Canada, and the United Kingdom","year":2020,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Medicine; Demography; Geography; Gerontology; Biology; Sociology","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":[0.0001401731,0.0001371375,0.000191858,0.00009516952,0.0000858647,0.00003392449,0.0001758666,0.00004800013,0.0001034583],"category_scores_gemma":[0.0004504315,0.00007961677,0.00002882177,0.0007557661,0.0007260851,0.0001780904,0.00007594377,0.0002685254,7.201565e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001887521,"about_ca_system_score_gemma":0.000282139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3724069,"about_ca_topic_score_gemma":0.07594357,"domain_scores_codex":[0.9988335,0.0001571198,0.0002623563,0.0001922678,0.00037536,0.0001794074],"domain_scores_gemma":[0.9988351,0.0007102884,0.0000950781,0.0002232424,0.00005267324,0.00008364473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001780325,0.00007820455,0.9029586,0.0007484013,0.0001049626,0.00005140877,0.01421787,0.0005108441,0.00001062246,0.06824551,0.01111447,0.0001787639],"study_design_scores_gemma":[0.003425789,0.0001480742,0.9813964,0.0001922867,0.00006928801,0.00000803956,0.002061798,0.005677063,0.00006792996,0.003984476,0.002861758,0.0001070974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687333,0.000697178,0.00003278125,0.02971264,0.00005580121,0.0004344756,0.00007082144,0.00003007774,0.0002329066],"genre_scores_gemma":[0.9934054,0.00008082678,0.0000982025,0.005967317,0.00005991638,0.00001985336,0.0002096312,0.00001559015,0.0001432367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2964633,"threshold_uncertainty_score":0.940918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487765174650173,"score_gpt":0.199874490030147,"score_spread":0.1849968382836453,"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."}}