no code implementations • 31 Jan 2022 • Sicheng Zhou, Rui Zhang, Anne Blaes, Chetan Shenoy, Gyorgy Simon
After adjusting for baseline differences in cardiovascular health, patients who received chemotherapy or targeted therapy appeared to have higher risk of cardiotoxicity than patients who received radiation therapy.
no code implementations • 11 Nov 2020 • Jia Li, HaoYu Yang, Xiaowei Jia, Vipin Kumar, Michael Steinbach, Gyorgy Simon
Electronic Health Records (EHR) data analysis plays a crucial role in healthcare system quality.
no code implementations • 9 Feb 2017 • Pranjul Yadav, Michael Steinbach, Vipin Kumar, Gyorgy Simon
In this manuscript, we provide a structured and comprehensive overview of data mining techniques for modeling EHR data.
no code implementations • 15 Nov 2016 • Pranjul Yadav, Lisiane Prunelli, Alexander Hoff, Michael Steinbach, Bonnie Westra, Vipin Kumar, Gyorgy Simon
We also evaluated our causal rule mining framework on the Electronic Health Records (EHR) data of a large cohort of patients from Mayo Clinic and showed that the patterns we extracted are sufficiently rich to explain the controversial findings in the medical literature regarding the effect of a class of cholesterol drugs on Type-II Diabetes Mellitus (T2DM).