Publications

2021

Use of Machine Learning Models to Predict Death After Acute Myocardial Infarction

Rohan Khera, Julian Haimovich, Nathan C Hurley, Robert McNamara, John A Spertus, Nihar Desai, John S Rumsfeld, Frederick A Masoudi, Chenxi Huang, Sharon-Lise Normand, Bobak J Mortazavi, Harlan M Krumholz

JAMA Cardiology

Paper


Outcomes-Driven Clinical Phenotyping in Cardiogenic Shock using a Mixture of Experts

Nathan C Hurley, Alyssa Berkowitz, Frederick Masoudi, Joseph Ross, Nihar Desai, Nilay Shah, Sanket Dhruva, Bobak J. Mortazavi

2021 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)

Paper


Clinical characteristics and outcomes for 7,995 patients with SARS-CoV-2 infection

Jacob McPadden, Frederick Warner, H Patrick Young, Nathan C Hurley, Rebecca A Pulk, Avinainder Singh, Thomas JS Durant, Guannan Gong, Nihar Desai, Adrian Haimovich, Richard Andrew Taylor, Murat Gunel, Charles S Dela Cruz, Shelli F Farhadian, Jonathan Siner, Merceditas Villanueva, Keith Churchwell, Allen Hsiao, Charles J Torre Jr, Eric J Velazquez, Roy S Herbst, Akiko Iwasaki, Albert I Ko, Bobak J Mortazavi, Harlan M Krumholz, Wade L Schulz

PLOS ONE

Paper


2020

Association of Use of an Intravascular Microaxial Left Ventricular Assist Device vs Intra-aortic Balloon Pump With In-Hospital Mortality and Major Bleeding Among Patients With Acute Myocardial Infarction Complicated by Cardiogenic Shock

Sanket S Dhruva, Joseph S Ross, Bobak J Mortazavi, Nathan C Hurley, Harlan M Krumholz, Jeptha P Curtis, Alyssa Berkowitz, Frederick A Masoudi,John C Messenger, Craig S Parzynski, Che Ngufor, Saket Girotra, Amit P Amin, Nilay D Shah, Nihar R Desai

Journal of the American Medical Association

Paper


A Survey of Challenges and Opportunities in Sensing and Analytics for Risk Factors of Cardiovascular Disorders

Nathan C Hurley, Erica S Spatz, Harlan M Krumholz, Roozbeh Jafari, Bobak J Mortazavi

ACM Transactions on Computing for Healthcare

Paper


Dynamically Extracting Outcome-Specific Problem Lists from Clinical Notes with Guided Multi-Headed Attention

Justin Lovelace, Nathan C Hurley, Adrian D Haimovich, Bobak J Mortazavi

Machine Learning for Healthcare Conference

Paper


Developing Personalized Models of Blood Pressure Estimation from Wearable Sensors Data Using Minimally-trained Domain Adversarial NeuralNetworks

Lida Zhang, Nathan C Hurley, Bassem Ibrahim, Erica Spatz, Harlan M Krumholz, Roozbeh Jafari, Bobak J Mortazavi

Machine Learning for Healthcare Conference

Paper


Uncertainty Quantification for Deep Context-Aware Mobile Activity Recognition and Unknown Context Discovery

Zepeng Huo, Arash PakBin, Xiaohan Chen, Nathan Hurley, Ye Yuan, Xiaoning Qian, Zhangyang Wang, Shuai Huang, Bobak Mortazavi

23rd International Conference on Artificial Intelligence and Statistics (AISTATS)

Paper


2019

Explainable Prediction of Adverse Outcomes Using Clinical Notes

Justin R Lovelace, Nathan C Hurley, Adrian D Haimovich, Bobak J Mortazavi

Machine Learning for Health (ML4H) at NeurIPS 2019

Paper


Sparse Embedding for Interpretable Hospital Admission Prediction

Zepeng Huo, Harinath Sundararajhan, Nathan C Hurley, Adrian Haimovich, R Andrew Taylor, Bobak J Mortazavi

2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Paper


Visualization of Emergency Department Clinical Data for Interpretable Patient Phenotyping

Nathan C Hurley, Adrian D Haimovich, R Andrew Taylor, Bobak J Mortazavi

2019 4th IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies

Paper


Mortality and Bleeding Among Patients With Acute Myocardial Infarction Complicated by Cardiogenic Shock Undergoing Percutaneous Coronary Intervention With Impella® vs Intra-Aortic Balloon Pump

Sanket S Dhruva, Joseph S Ross, Bobak Mortazavi, Nathan C Hurley, Harlan M Krumholz, Jeptha P Curtis, Alyssa Berkowitz, Frederick A Masoudi, John C Messenger, Craig S Parzynski, Che Ngufor, Saket Girotra, Amit P Amin, Nilay D Shah, Nihar R Desai

Late-Breaking Science Abstracts and Featured Science Abstracts From the American Heart Association’s Scientific Sessions 2019 and Late-Breaking Abstracts in Resuscitation Science From the Resuscitation Science Symposium 2019

Abstract


2018

Prediction of ICU Readmissions Using Data at Patient Discharge

Arash Pakbin, Parvez Rafi, Nathan C Hurley, Wade Schulz, M Harlan Krumholz, J Bobak Mortazavi

2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Paper


2014

A Complete Configurational Ensemble Approach to Expand Lsd1/Corest Druggability

James C Robertson, Nathan C Hurley, Julie M Kneller, Nadeem A Vellore, Andrea Mattevi, Riccardo Baron

Biophysical Journal

Abstract


2013

Indium (III) triflate—a catalyst for greener aromatic alkylation reactions

Ryan Mack, Grant Askins, Jacob Lowry, Nathan C Hurley, Perry C Reeves

Canadian Journal of Chemistry

Paper


Expanding the druggable space of the LSD1/CoREST epigenetic target: new potential binding regions for drug-like molecules, peptides, protein partners, and chromatin

James C Robertson, Nathan C Hurley, Marcello Tortorici, Giuseppe Ciossani, Maria Teresa Borrello, Nadeem A Vellore, A Ganesan, Andrea Mattevi, Riccardo Baron

PLOS Computational Biology

Paper