{"id":"W2941353366","doi":"10.1093/ecco-jcc/jjz083","title":"Hypoalbuminaemia and Postoperative Outcomes in Inflammatory Bowel Disease: the NSQIP Surgical Cohort","year":2019,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeridge Health; University Health Network; Queen's University; University of Toronto; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Hypoalbuminemia; Ulcerative colitis; Gastroenterology; Internal medicine; Inflammatory bowel disease; Serum albumin; Body mass index; Crohn's disease; Malnutrition; Albumin; 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":[0.0002953456,0.0001207811,0.000166935,0.00003869014,0.00005395135,0.00005826066,0.0001065987,0.00006924062,0.00003107293],"category_scores_gemma":[0.00005869608,0.00008079594,0.00007752156,0.00002191989,0.0001293481,0.00001481027,0.00007754821,0.0001343923,0.000002880613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001505604,"about_ca_system_score_gemma":0.0001477234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006343793,"about_ca_topic_score_gemma":0.00002207922,"domain_scores_codex":[0.9991543,0.0001009207,0.000285798,0.0001404621,0.0001561894,0.0001623209],"domain_scores_gemma":[0.9994242,0.00003198798,0.0001242773,0.0001515795,0.0001014655,0.0001664927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001970436,0.00003109654,0.9951006,0.00002754479,0.00005875841,0.0009776121,0.00008167075,0.00001156889,0.0002161303,0.0007127526,0.0003690011,0.0004428489],"study_design_scores_gemma":[0.0009918784,0.00008596283,0.9890524,0.00002903907,0.00002442025,0.0001429132,0.000127747,0.0000172609,0.000125515,0.0001176372,0.00917552,0.0001096711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974176,0.001256304,0.000001574056,0.0004668392,0.0001068225,0.0002052175,0.00001686347,0.000001542503,0.00052727],"genre_scores_gemma":[0.9983813,0.0004702008,0.00001289405,0.0002893166,0.00009657303,0.000006990746,0.000003351238,0.00001040808,0.0007290234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008806519,"threshold_uncertainty_score":0.3294763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00384595121932392,"score_gpt":0.2284686056882091,"score_spread":0.2246226544688852,"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."}}