{"id":"W2945076189","doi":"10.1007/s10620-019-05668-6","title":"Acute Severe Ulcerative Colitis: The Oxford Criteria No Longer Predict In-Hospital Colectomy Rates","year":2019,"lang":"en","type":"article","venue":"Digestive Diseases and Sciences","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Ulcerative colitis; Colectomy; Infliximab; Population; Internal medicine; Hepatology; General surgery; Retrospective cohort study; Surgery; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000117303,0.0001604206,0.0001190449,0.00003157927,0.0002051547,0.0001477679,0.0002326784,0.00004833438,0.00008420448],"category_scores_gemma":[0.00009485702,0.0001087798,0.00006046471,0.0001145797,0.0005647679,0.00003136629,0.0001275672,0.00005346283,0.00001767913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001175101,"about_ca_system_score_gemma":0.0001930038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009239782,"about_ca_topic_score_gemma":0.00001129336,"domain_scores_codex":[0.9988954,0.00009490388,0.0001339061,0.0004208723,0.0001702022,0.0002847351],"domain_scores_gemma":[0.9995084,0.00003746325,0.00005728063,0.0001630753,0.0001140702,0.0001197363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003915946,0.00007674672,0.9970084,0.00001711236,0.00003953973,0.0000406474,0.0002047226,0.0000267903,0.0008119559,0.0002940779,0.0009823644,0.0001059951],"study_design_scores_gemma":[0.0004801971,0.0003830401,0.9965443,0.00003043231,0.00002486343,0.000003851001,0.0005637193,0.000367515,0.0002250097,0.0001380412,0.0010468,0.0001922258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960579,0.0003403077,0.000003976588,0.0001558435,0.0002340516,0.0004920865,0.0002683193,0.000009579832,0.002437909],"genre_scores_gemma":[0.9988567,0.0001432861,0.0000206891,0.0003114746,0.0001025021,0.00007085431,0.00004882464,0.000008057194,0.0004375994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002798787,"threshold_uncertainty_score":0.4435912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004591559018097898,"score_gpt":0.2524019246132607,"score_spread":0.2478103655951628,"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."}}