{"id":"W2146360585","doi":"10.4021/gr339e","title":"Diagnostic Yield of Microscopic Colitis in Open Access Endoscopy Center","year":2011,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Microscopic Colitis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Microscopic colitis; Lymphocytic colitis; Endoscopy; Colonoscopy; Collagenous colitis; Gastroenterology; Colitis; Internal medicine; Pathology; Inflammatory bowel disease; Colorectal cancer; Disease; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008786833,0.0001552212,0.0005504233,0.0005574272,0.00005307948,0.0000499121,0.001278215,0.0001334606,0.003285254],"category_scores_gemma":[0.0009726894,0.0001529094,0.00006153226,0.0003502003,0.0005295065,0.0002259314,0.002031891,0.00066357,0.00007535701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001376354,"about_ca_system_score_gemma":0.0002204366,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007162274,"about_ca_topic_score_gemma":0.006193647,"domain_scores_codex":[0.9973078,0.0003817206,0.0005084158,0.0004902763,0.0002976377,0.001014193],"domain_scores_gemma":[0.9983844,0.0004187937,0.00007912233,0.0006570728,0.0002378388,0.0002227491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002002978,0.000694716,0.9849837,0.0001716308,0.00004091012,0.0003263489,0.0005929761,5.228688e-8,0.006601739,0.000102526,0.004279118,0.0002032528],"study_design_scores_gemma":[0.00368754,0.001365954,0.9792247,0.00049343,0.00001158219,0.0001427265,0.0001246669,0.000002228964,0.01437704,0.0002162671,0.0003030814,0.00005071609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904087,0.00008127226,0.00003729932,0.0006710741,0.0001875963,0.00150064,0.00004781076,0.0000139578,0.007051665],"genre_scores_gemma":[0.9975305,0.0001436985,0.0007951954,0.0005429897,0.00005364814,0.0002632286,0.00001896877,0.00002624127,0.0006255701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007775301,"threshold_uncertainty_score":0.9994491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2386809547407983,"score_gpt":0.464813942115439,"score_spread":0.2261329873746407,"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."}}