{"id":"W2074223424","doi":"10.1186/1471-230x-12-39","title":"Postoperative complications following colectomy for ulcerative colitis: A validation study","year":2012,"lang":"en","type":"article","venue":"BMC Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital; University of Calgary","funders":"Canadian Institutes of Health Research; Alberta Heritage Foundation for Medical Research; Fondation pour la Recherche Médicale; American Gastroenterological Association","keywords":"Medicine; Colectomy; Comorbidity; Ulcerative colitis; Complication; Population; Chart; Hepatology; Internal medicine; Receiver operating characteristic; Emergency medicine; Surgery; Intensive care medicine; General surgery; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004668999,0.0004490498,0.0002928304,0.0006584351,0.0004232557,0.0006251828,0.0006429468,0.0004891644,0.0007311643],"category_scores_gemma":[0.01378402,0.0002690556,0.0006693894,0.0005474414,0.0005133017,0.0004010035,0.0006210391,0.0005256249,0.000374399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005064457,"about_ca_system_score_gemma":0.000946317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003327154,"about_ca_topic_score_gemma":0.003139396,"domain_scores_codex":[0.9981172,0.0009712329,0.000161905,0.000259303,0.0003733339,0.0001169716],"domain_scores_gemma":[0.9867588,0.004766102,0.003858586,0.001975877,0.002072023,0.0005684892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002148074,0.0002588912,0.9965494,0.00002034309,0.00006969885,0.0000513955,0.0001493123,0.00006229612,0.0001341981,0.00001336903,0.0001395729,0.002336668],"study_design_scores_gemma":[0.00006231498,0.0005157366,0.9978384,0.00002631644,0.00005642116,0.0003548409,0.0001526574,0.0004557007,0.0001279665,0.00001592498,0.0003882613,0.00000548777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990461,0.00007911935,0.000229876,0.0000153434,0.000004950088,0.00008423664,0.000289289,0.00000378542,0.000247229],"genre_scores_gemma":[0.9976941,0.00008717548,0.0005247802,0.0000456592,0.00001128083,0.00009638722,0.001449852,0.000003788681,0.00008691631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004668999,"threshold_uncertainty_score":0.0246923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937318663124933,"score_gpt":0.2927065972455051,"score_spread":0.2733334106142558,"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."}}