Jessica R. Golbus

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 6

Top Topics

Clinical Decision Support

Machine Learning

Fuzzy Neural Network

Top Venues

BMC Medical Informatics Decis. Mak.

IEEE J. Biomed. Health Informatics

Publications

Yufeng Zhang, Jessica R. Golbus, Emily Wittrup, Keith D. Aaronson, Kayvan Najarian
Enhancing heart failure treatment decisions: interpretable machine learning models for advanced therapy eligibility prediction using EHR data. BMC Medical Informatics Decis. Mak. 24 (1) (2024)
Jessica R. Golbus, Kashvi Gupta, Rachel Stevens, V. Swetha Jeganathan, Evan Luff, Jieru Shi, Walter Dempsey, Thomas Boyden, Bhramar Mukherjee, Sarah Kohnstamm, Vlad Taralunga, Vik Kheterpal, Susan A. Murphy, Predrag V. Klasnja, Sachin Kheterpal, Brahmajee K. Nallamothu
A randomized trial of a mobile health intervention to augment cardiac rehabilitation. npj Digit. Medicine 6 (2023)
Easton K. Huch, Jieru Shi, Madeline R. Abbott, Jessica R. Golbus, Alexander Moreno, Walter H. Dempsey
Debiased Machine Learning and Network Cohesion for Doubly-Robust Differential Reward Models in Contextual Bandits. CoRR (2023)
Heming Yao, Harm Derksen, Jessica R. Golbus, Justin Zhang, Keith D. Aaronson, Jonathan Gryak, Kayvan Najarian
A Novel Tropical Geometry-Based Interpretable Machine Learning Method: Pilot Application to Delivery of Advanced Heart Failure Therapies. IEEE J. Biomed. Health Informatics 27 (1) (2023)
Heming Yao, Harm Derksen, Jessica R. Golbus, Justin Zhang, Keith D. Aaronson, Jonathan Gryak, Kayvan Najarian
A Novel Tropical Geometry-based Interpretable Machine Learning Method: Application in Prognosis of Advanced Heart Failure. CoRR (2021)
Heming Yao, Keith D. Aaronson, Lu Lu, Jonathan Gryak, Kayvan Najarian, Jessica R. Golbus
Using a Fuzzy Neural Network in Clinical Decision Support for Patients with Advanced Heart Failure. BIBM (2019)
Megan J. Puckelwartz, Lorenzo L. Pesce, Viswateja Nelakuditi, Lisa Dellefave-Castillo, Jessica R. Golbus, Sharlene M. Day, Thomas P. Cappola, Gerald W. Dorn II, Ian T. Foster, Elizabeth M. McNally
Supercomputing for the parallelization of whole genome analysis. Bioinform. 30 (11) (2014)