{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T06:55:39Z","timestamp":1773298539309,"version":"3.50.1"},"reference-count":38,"publisher":"Elsevier BV","issue":"2","license":[{"start":{"date-parts":[[2009,4,1]],"date-time":"2009-04-01T00:00:00Z","timestamp":1238544000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2013,7,17]],"date-time":"2013-07-17T00:00:00Z","timestamp":1374019200000},"content-version":"vor","delay-in-days":1568,"URL":"https:\/\/www.elsevier.com\/open-access\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Biomedical Informatics"],"published-print":{"date-parts":[[2009,4]]},"DOI":"10.1016\/j.jbi.2008.09.001","type":"journal-article","created":{"date-parts":[[2008,9,15]],"date-time":"2008-09-15T17:01:35Z","timestamp":1221498095000},"page":"356-364","source":"Crossref","is-referenced-by-count":73,"title":["Countering imbalanced datasets to improve adverse drug event predictive models in labor and delivery"],"prefix":"10.1016","volume":"42","author":[{"given":"L.M.","family":"Taft","sequence":"first","affiliation":[]},{"given":"R.S.","family":"Evans","sequence":"additional","affiliation":[]},{"given":"C.R.","family":"Shyu","sequence":"additional","affiliation":[]},{"given":"M.J.","family":"Egger","sequence":"additional","affiliation":[]},{"given":"N.","family":"Chawla","sequence":"additional","affiliation":[]},{"given":"J.A.","family":"Mitchell","sequence":"additional","affiliation":[]},{"given":"S.N.","family":"Thornton","sequence":"additional","affiliation":[]},{"given":"B.","family":"Bray","sequence":"additional","affiliation":[]},{"given":"M.","family":"Varner","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.jbi.2008.09.001_bib1","unstructured":"IOM. Preventing Medication Errors: Institute of Medicine; 2006."},{"issue":"8","key":"10.1016\/j.jbi.2008.09.001_bib2","doi-asserted-by":"crossref","first-page":"1694","DOI":"10.1097\/01.CCM.0000171609.91035.BD","article-title":"The critical care safety study: the incidence and nature of adverse events and serious medical errors in intensive care","volume":"33","author":"Rothschild","year":"2005","journal-title":"Crit Care Med"},{"key":"10.1016\/j.jbi.2008.09.001_bib3","unstructured":"IOM. To Err is Human: Building a Safer Health System; 1999."},{"issue":"6","key":"10.1016\/j.jbi.2008.09.001_bib4","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1136\/ewjm.172.6.390","article-title":"Epidemiology of medical error","volume":"172","author":"Weingart","year":"2000","journal-title":"West J Med"},{"issue":"3","key":"10.1016\/j.jbi.2008.09.001_bib5","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1016\/S1028-4559(09)60226-6","article-title":"Perioperative vasovagal syncope with focus on obstetric anesthesia","volume":"45","author":"Tsai","year":"2006","journal-title":"Taiwan J Obstet Gynecol"},{"issue":"4","key":"10.1016\/j.jbi.2008.09.001_bib6","doi-asserted-by":"crossref","first-page":"230","DOI":"10.1111\/j.1524-475X.2004.04071.x","article-title":"Managing the second stage of labor: using evidence to guide practice","volume":"1","author":"Cesario","year":"2004","journal-title":"Worldviews Evid Based Nurs"},{"issue":"4","key":"10.1016\/j.jbi.2008.09.001_bib7","first-page":"447","article-title":"Intraoperative anaphylactic shock induced by methylergometrine and oxytocin","volume":"55","author":"Shimo","year":"2006","journal-title":"Masui"},{"issue":"3","key":"10.1016\/j.jbi.2008.09.001_bib8","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1016\/j.ijoa.2004.12.010","article-title":"Predicting prolonged fetal heart rate deceleration following intrathecal fentanyl\/bupivacaine","volume":"14","author":"Gaiser","year":"2005","journal-title":"Int J Obstet Anesth"},{"issue":"4","key":"10.1016\/j.jbi.2008.09.001_bib9","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1016\/j.ijoa.2005.04.007","article-title":"Comparison of maternal and neonatal outcomes with epidural bupivacaine plus fentanyl and ropivacaine plus fentanyl for labor analgesia","volume":"14","author":"Bolukbasi","year":"2005","journal-title":"Int J Obstet Anesth"},{"key":"10.1016\/j.jbi.2008.09.001_bib10","article-title":"Maternal complications of pregnancy increase beyond 40 weeks of gestation in low-risk women","volume":"13","author":"Caughey","year":"2006","journal-title":"J Perinatol"},{"issue":"1\u20132","key":"10.1016\/j.jbi.2008.09.001_bib11","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/S1386-5056(01)00176-9","article-title":"Finding the right decision tree\u2019s induction strategy for a hard real world problem","volume":"63","author":"Zorman","year":"2001","journal-title":"Int J Med Inform"},{"issue":"1","key":"10.1016\/j.jbi.2008.09.001_bib12","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1145\/1007730.1007734","article-title":"Mining with rarity: a unifying framework","volume":"6","author":"Weiss","year":"2004","journal-title":"SIGKDD Explor Newsl."},{"key":"10.1016\/j.jbi.2008.09.001_bib13","doi-asserted-by":"crossref","unstructured":"Chawla N. V. LA, Hall L.O., Bowyer K.,. SMOTEBoost: Improving Prediction of Minority Class in Boosting. 7th European Conference of Priciples and Practice of Knowledge Discovery in Databases (PKDD); 2003; Dubrovnik, Croatia; 2003. p. 107-19.","DOI":"10.1007\/978-3-540-39804-2_12"},{"key":"10.1016\/j.jbi.2008.09.001_bib14","first-page":"2805","article-title":"A neural network method for prediction of proteolytic cleavage sites in neuropeptide precursors","volume":"3","author":"Liu","year":"2005","journal-title":"Conf Proc IEEE Eng Med Biol Soc"},{"key":"10.1016\/j.jbi.2008.09.001_bib15","doi-asserted-by":"crossref","unstructured":"Chawla NV, Bowyer KW, Hall LO, Kegelmeyer WP. SMOTE: Synthetic Minority Over-sampling Technique. Journal of Artificial Intelligence Research 2003 2002:341\u201378.","DOI":"10.1613\/jair.953"},{"key":"10.1016\/j.jbi.2008.09.001_bib16","series-title":"SMOTEBoost: improving prediction of minority class in boosting","author":"Chawla","year":"2004"},{"key":"10.1016\/j.jbi.2008.09.001_bib17","series-title":"Data mining: practical machine learning tools and techniques","author":"Witten","year":"2005"},{"key":"10.1016\/j.jbi.2008.09.001_bib18","series-title":"Biomedical informatics: computer applications in health care and biomedicine","author":"Shortliffe","year":"2006"},{"issue":"3","key":"10.1016\/j.jbi.2008.09.001_bib19","first-page":"1","article-title":"Benchmarking attribute selection techniques for discrete class data mining","volume":"15","author":"Hall","year":"2003","journal-title":"IEEE Trans Knowledge Data Eng"},{"issue":"4","key":"10.1016\/j.jbi.2008.09.001_bib20","doi-asserted-by":"crossref","first-page":"992","DOI":"10.1016\/j.ajog.2005.08.058","article-title":"Accuracy of obstetric diagnoses and procedures in hospital discharge data","volume":"194","author":"Yasmeen","year":"2006","journal-title":"Am J Obstet Gynecol"},{"key":"10.1016\/j.jbi.2008.09.001_bib21","unstructured":"JCAHO. Joint Commission on Accreditation of Healthcare Organizations. [cited 2005; Available from: http:\/\/www.jcaho.org\/."},{"key":"10.1016\/j.jbi.2008.09.001_bib22","unstructured":"Utah TUo, Gynecology DoOa. Joint OB\/urogyn\/gyn research meeting. Utah: Salt Lake City; 2006."},{"key":"10.1016\/j.jbi.2008.09.001_bib23","series-title":"Multivariate analysis, canonical correlation analysis. Computer-aided multivariate analysis","author":"Afifi","year":"2004"},{"issue":"10","key":"10.1016\/j.jbi.2008.09.001_bib24","doi-asserted-by":"crossref","first-page":"1026","DOI":"10.1345\/aph.18391","article-title":"Evaluation of a computer-assisted antibiotic-dose monitor","volume":"33","author":"Evans","year":"1999","journal-title":"Ann Pharmacother"},{"key":"10.1016\/j.jbi.2008.09.001_bib25","series-title":"Data mining using SAS applications","author":"Fernandez","year":"2003"},{"key":"10.1016\/j.jbi.2008.09.001_bib26","series-title":"Introduction to data mining","author":"Tan","year":"2006"},{"key":"10.1016\/j.jbi.2008.09.001_bib27","doi-asserted-by":"crossref","unstructured":"Nitesh V, Chawla AL, Hall Lawrence O, Bowyer Kevin W. SMOTEBoost: improving prediction of the minority class in boosting 2003.","DOI":"10.1007\/978-3-540-39804-2_12"},{"key":"10.1016\/j.jbi.2008.09.001_bib28","first-page":"1","article-title":"Statistical comparisons of classifiers over multiple data sets","volume":"7","author":"Demsar","year":"2006","journal-title":"J Mach Learn Res"},{"issue":"2","key":"10.1016\/j.jbi.2008.09.001_bib29","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1197\/jamia.M1074","article-title":"Detecting adverse events using information technology","volume":"10","author":"Bates","year":"2003","journal-title":"J Am Med Inform Assoc"},{"issue":"3","key":"10.1016\/j.jbi.2008.09.001_bib30","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1002\/ajmg.a.30893","article-title":"Identification and study of Utah pseudo-isolate populations-prospects for gene identification","volume":"137","author":"Cannon-Albright","year":"2005","journal-title":"Am J Med Genet"},{"issue":"4","key":"10.1016\/j.jbi.2008.09.001_bib31","doi-asserted-by":"crossref","first-page":"717","DOI":"10.1097\/01.AOG.0000179552.36108.6d","article-title":"Coding of perineal lacerations and other complications of obstetric care in hospital discharge data","volume":"106","author":"Romano","year":"2005","journal-title":"Obstet Gynecol"},{"issue":"7","key":"10.1016\/j.jbi.2008.09.001_bib32","doi-asserted-by":"crossref","first-page":"716","DOI":"10.1016\/j.jclinepi.2004.01.003","article-title":"A scoring system identified near-miss maternal morbidity during pregnancy","volume":"57","author":"Geller","year":"2004","journal-title":"J Clin Epidemiol"},{"issue":"4","key":"10.1016\/j.jbi.2008.09.001_bib33","doi-asserted-by":"crossref","first-page":"655","DOI":"10.1002\/ijc.21236","article-title":"Lobular breast cancer: excess familiality observed in the Utah Population Database","volume":"117","author":"Allen-Brady","year":"2005","journal-title":"Int J Cancer"},{"issue":"2","key":"10.1016\/j.jbi.2008.09.001_bib34","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1038\/sj.jp.7211432","article-title":"A descriptive model of preventability in maternal morbidity and mortality","volume":"26","author":"Geller","year":"2006","journal-title":"J Perinatol"},{"issue":"3","key":"10.1016\/j.jbi.2008.09.001_bib35","first-page":"135","article-title":"Defining a conceptual framework for near-miss maternal morbidity","volume":"57","author":"Geller","year":"2002","journal-title":"J Am Med Womens Assoc"},{"issue":"2","key":"10.1016\/j.jbi.2008.09.001_bib36","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1097\/00001703-200404000-00007","article-title":"Clinical risk management in obstetrics","volume":"16","author":"Holden","year":"2004","journal-title":"Curr Opin Obstet Gynecol"},{"key":"10.1016\/j.jbi.2008.09.001_bib37","first-page":"23","article-title":"Development of a computerized adverse drug event monitor","author":"Evans","year":"1991","journal-title":"Proc Annu Symp Comput Appl Med Care"},{"issue":"1","key":"10.1016\/j.jbi.2008.09.001_bib38","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1001\/jama.1995.03530010043033","article-title":"Incidence of adverse drug events and potential adverse drug events. Implications for prevention. ADE Prevention Study Group","volume":"274","author":"Bates","year":"1995","journal-title":"JAMA"}],"container-title":["Journal of Biomedical Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1532046408001214?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1532046408001214?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2019,5,13]],"date-time":"2019-05-13T21:01:45Z","timestamp":1557781305000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1532046408001214"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009,4]]},"references-count":38,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2009,4]]}},"alternative-id":["S1532046408001214"],"URL":"https:\/\/doi.org\/10.1016\/j.jbi.2008.09.001","relation":{},"ISSN":["1532-0464"],"issn-type":[{"value":"1532-0464","type":"print"}],"subject":[],"published":{"date-parts":[[2009,4]]}}}