Abhyankar S, Demner-Fushman D, Callaghan FM, McDonald CJ.Combining structured and unstructured data to identify a cohort of ICU patients who received dialysis. J Am Med Inform Assoc. 2014 Sep-Oct;21(5):801-7. doi: 10.1136/amiajnl-2013-001915. Epub 2014 Jan 2.
Abhyankar S, Leishear K, Callaghan FM, Demner-Fushman D, McDonald CJ.Lower short- and long-term mortality associated with overweight and obesity in a large cohort study of adult intensive care unit patients. Crit Care. 2012 Dec 18;16(6):R235. doi: 10.1186/cc11903.
Abhyankar S, Callaghan FM, Demner-Fushman D, McDonald CJ.Using informatics tools to study obesity and outcomes after critical illness. NLM Informatics Training Conference 2011, National Institutes of Health (NIH) Campus, Natcher Conference Center, Bethesda, MD, June 28-30, 2011.
Ayvas S, Horn J, Hassanzadeh O, Zhu Q, Stan J, Tatonetti NP, Vilar S, Brochhausen M8, Samwald M, Rastegar-Mojarad M, Dumontier M, Boyce RD.Toward a complete dataset of drug-drug interaction information from publicly available sources. J Biomed Inform. 2015 Jun;55:206-17. doi: 10.1016/j.jbi.2015.04.006. Epub 2015 Apr 24.
Bekhuis T, Tseytlin E, Mitchell KJ, Demner-Fushman D.Feature engineering and a proposed decision-support system for systematic reviewers of medical evidence. PLoS One. 2014 Jan 27;9(1):e86277. doi: 10.1371/journal.pone.0086277. eCollection 2014.
Bekhuis T, Demner-Fushman D.Screening nonrandomized studies for medical systematic reviews: a comparative study of classifiers. Artif Intell Med. 2012 Jul;55(3):197-207. doi: 10.1016/j.artmed.2012.05.002. Epub 2012 Jun 5.
Callaghan F, Jackson MT, Demner-Fushman D, Abhyankar S, McDonald C.Analysis of data that has been extracted from free-text using natural language processing: a likelihood model for misclassification with an application to medical informatics. International Conference on Advances in Interdisciplinary Statistics and Combinatorics (AISC2012), Greensboro, NC, October 2012
Callaghan F, Jackson MT, Demner-Fushman D, Abhyankar S, McDonald CJ.NLP-derived information improves the estimates of risk of disease compared to estimates based on manually extracted data alone. 5th International Symposium on Semantic Mining in Biomedicine (SMBM 2012), 2012 Sept 3-4, Zurich, Switzerland.
Callaghan FM, Leishear K, Abhyankar S, Demner-Fushman D, McDonald CJ.High vitamin B12 levels are not associated with increased mortality risk for ICU patients after adjusting for liver function: a cohort study. ESPEN J. 2014 Apr 1;9(2):e76-e83.
Chen Y, Gu H, Perl Y, Halper M, Xu J.Expanding the extent of a UMLS semantic type via group neighborhood auditing. J Am Med Inform Assoc. 2009 Sep-Oct;16(5):746-57. doi: 10.1197/jamia.M2951. Epub 2009 Jun 30.