Predicting Cancer Treatments Induced Cardiotoxicity of Breast Cancer Patients

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.

Incorporating Causal Effects into Deep Learning Predictions on EHR Data

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.

Causal Inference

Mining Electronic Health Records: A Survey

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.

Management

Causal Inference in Observational 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).

Causal Inference