{"id":"W121975522","doi":"10.1155/2012/142790","title":"Recognition of Microscopic Colitis at Colonoscopy","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Microscopic Colitis","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Chromoendoscopy; Medicine; Colonoscopy; Endoscopy; Gastroenterology; Lymphocytic colitis; Microscopic colitis; Internal medicine; Colorectal cancer; Colitis; Diarrhea; Pathology; Radiology; Inflammatory bowel disease; Cancer; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002388083,0.0001059551,0.0004310897,0.0003164026,0.00004583106,0.000004679343,0.00009588712,0.00009622568,0.001607302],"category_scores_gemma":[0.0001152666,0.0001079929,0.00011385,0.00006960476,0.0002097762,0.00007975133,0.00001537967,0.0001966505,0.00003420504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000424458,"about_ca_system_score_gemma":0.0004751483,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001659948,"about_ca_topic_score_gemma":0.02171661,"domain_scores_codex":[0.9987047,0.00008832395,0.0004869651,0.00008202173,0.0000896968,0.0005482456],"domain_scores_gemma":[0.9983785,0.00003064588,0.0003114407,0.0001433234,0.0002351003,0.0009010067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001056918,0.00004466503,0.9766093,0.0000688799,0.00008767345,0.0001073669,0.0003430296,1.807418e-7,0.01147399,0.00001518233,0.009831398,0.0003613788],"study_design_scores_gemma":[0.00289562,0.004663459,0.9509262,0.0002578646,0.0001722662,0.007286595,0.00007998082,7.882191e-7,0.01259718,0.00003857047,0.02101724,0.00006424931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967784,0.0004664834,0.00007069496,0.0009251679,0.0009575316,0.0001479252,0.00007350082,0.000002763193,0.0005775787],"genre_scores_gemma":[0.9967424,0.00003001548,0.00146684,0.001173283,0.0002871543,0.00000259775,0.00001555714,0.00001525977,0.0002668916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02568314,"threshold_uncertainty_score":0.9993054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872263251819417,"score_gpt":0.2552876440034071,"score_spread":0.2365650114852129,"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."}}