{"id":"W2463423590","doi":"10.1155/2016/3026563","title":"The Utility of Endoscopic Biopsies in Patients with Normal Upper Endoscopy","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology and Hepatology","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Endoscopy; Biopsy; Esophagitis; Gastroenterology; Upper endoscopy; Eosinophilic esophagitis; Internal medicine; Gastritis; Esophagogastroduodenoscopy; Disease; Reflux; Helicobacter pylori","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":[0.0001971129,0.00009901927,0.000381824,0.0002274292,0.00005813774,0.000003162969,0.0001061501,0.00008461076,0.0001124599],"category_scores_gemma":[0.0001192852,0.00005213229,0.00003926907,0.00005067201,0.0009277372,0.00006517099,0.00001274004,0.0001910271,0.000001151447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000040052,"about_ca_system_score_gemma":0.0003605309,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005788835,"about_ca_topic_score_gemma":0.03444355,"domain_scores_codex":[0.9989476,0.0001257452,0.0003783653,0.0001057638,0.00007334849,0.0003691308],"domain_scores_gemma":[0.9991241,0.0001104244,0.0001936341,0.0001416679,0.0001608509,0.0002693454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001557644,0.0000268733,0.9968838,0.0000114599,0.00006372525,0.0001420628,0.00008265013,2.407964e-8,0.00004336908,0.00007878469,0.0001824824,0.0009271312],"study_design_scores_gemma":[0.00437169,0.003043638,0.9913568,0.00007911928,0.00003675895,0.0004799771,0.00002685294,0.000001545326,0.0001554262,0.00009334512,0.0003318265,0.00002297314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944951,0.0003683601,0.00002175442,0.004728804,0.0001808988,0.00009819564,0.00001719557,0.000001339515,0.00008835919],"genre_scores_gemma":[0.9993128,0.00006636214,0.0001501565,0.0004203658,0.00002514978,0.000001862789,0.000001038397,0.00000671275,0.0000155677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03386467,"threshold_uncertainty_score":0.9831753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00532373377588762,"score_gpt":0.2018105258323427,"score_spread":0.196486792056455,"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."}}