{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002586092,0.0001550727,0.0001444187,0.00004510624,0.0001712824,0.00002018031,0.0001345041,0.00006550404,0.00001264961],"category_scores_gemma":[0.00009956414,0.0001633051,0.0001218759,0.00003255118,0.00004812052,0.00001279187,0.00007248679,0.00005016411,0.00001699004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003227599,"about_ca_system_score_gemma":0.00005235575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004079806,"about_ca_topic_score_gemma":0.0003313101,"domain_scores_codex":[0.9986973,0.0003266296,0.0002195744,0.0002805578,0.00007512212,0.0004007987],"domain_scores_gemma":[0.9993707,0.0000221632,0.00008523474,0.0002744882,0.0001241564,0.0001232759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001462652,0.000524597,0.984709,0.000007943172,0.0001558991,0.000002276479,0.0004116227,0.00005919754,0.01116179,0.0002227123,0.00125707,0.00002521215],"study_design_scores_gemma":[0.002711396,0.0009979436,0.9930065,0.000003630478,0.00006990889,0.0000114909,0.0005982982,0.0000587864,0.001496595,0.00001687943,0.0009200816,0.0001085072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746189,0.00001143298,0.02330811,0.00008843619,0.0002282976,0.001491888,0.00006844813,0.00002028618,0.0001641811],"genre_scores_gemma":[0.9955328,4.8428e-7,0.001986524,0.0007025669,0.0001559619,0.001134151,0.0003507,0.000023758,0.0001130245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02132158,"threshold_uncertainty_score":0.6659388,"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."}}