{"id":"W4317038705","doi":"10.1503/cmaj.221084","title":"Visible mucosal changes of pseudomembranous colitis in a sigmoid colostomy","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Microscopic Colitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colostomy; Pseudomembranous colitis; Sigmoid colon; Surgery; Colorectal cancer; Cellulitis; Gastroenterology; Internal medicine; General surgery; Cancer; Clostridium difficile; Rectum; Antibiotics","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":[0.001512273,0.0001016849,0.0003750969,0.0006863576,0.00008102981,0.00002348025,0.0001371276,0.0003399649,0.004551008],"category_scores_gemma":[0.002607894,0.00010505,0.0000755007,0.0009003517,0.00004622739,0.00004780712,0.00002083011,0.0006670915,0.000178556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338895,"about_ca_system_score_gemma":0.004673603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009635458,"about_ca_topic_score_gemma":0.208731,"domain_scores_codex":[0.9976261,0.000123853,0.0004435795,0.0001456193,0.001051861,0.0006089527],"domain_scores_gemma":[0.997942,0.0002387452,0.0001699309,0.0001063037,0.0002943012,0.001248727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001195709,0.000146938,0.5512304,0.0002678157,0.0002407917,0.008385757,0.002626981,0.000004305685,0.001712528,0.0007576689,0.3878847,0.04662249],"study_design_scores_gemma":[0.004532749,0.000340527,0.7037208,0.0005198691,0.00003989281,0.001081392,0.0007112154,0.0003443302,0.0004120219,0.0002138295,0.2878989,0.0001845185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425439,0.0001363667,0.00000410933,0.05195278,0.0005875586,0.000245603,0.00005431181,0.00002846096,0.004446904],"genre_scores_gemma":[0.9903092,0.0004007976,0.00006306388,0.005552613,0.0008297258,0.00001765765,0.00002478652,0.00002235097,0.002779838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1990955,"threshold_uncertainty_score":0.9969594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008819656774601801,"score_gpt":0.2606083868190236,"score_spread":0.2517887300444218,"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."}}