Search Results for author: Harlan M. Krumholz

Found 8 papers, 3 papers with code

Automated multilabel diagnosis on electrocardiographic images and signals

no code implementations Nature Communications 2022 Veer Sangha, Bobak J. Mortazavi, Adrian D. Haimovich, Antônio H. Ribeiro, Cynthia A. Brandt, Daniel L. Jacoby, Wade L. Schulz, Harlan M. Krumholz, Antonio Luiz P. Ribeiro & Rohan Khera

The application of artificial intelligence (AI) for automated diagnosis of electrocardiograms (ECGs) can improve care in remote settings but is limited by the reliance on infrequently available signal-based data.

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

no code implementations12 Aug 2019 Nathan C. Hurley, Erica S. Spatz, Harlan M. Krumholz, Roozbeh Jafari, Bobak J. Mortazavi

We highlight three primary needs in the design of new smart health technologies: 1) the need for sensing technology that can track longitudinal trends in signs and symptoms of the cardiovascular disorder despite potentially infrequent, noisy, or missing data measurements; 2) the need for new analytic techniques that model data captured in a longitudinal, continual fashion to aid in the development of new risk prediction techniques and in tracking disease progression; and 3) the need for machine learning techniques that are personalized and interpretable, allowing for advancements in shared clinical decision making.

BIG-bench Machine Learning Decision Making

A Scalable Data Science Platform for Healthcare and Precision Medicine Research

1 code implementation14 Aug 2018 Jacob McPadden, Thomas JS Durant, Dustin R Bunch, Andreas Coppi, Nathan Price, Kris Rodgerson, Charles J Torre Jr, William Byron, H Patrick Young, Allen L Hsiao, Harlan M. Krumholz, Wade L Schulz

This infrastructure also provides a robust analytics platform where healthcare and biomedical research data can be analyzed in near real-time for precision medicine and computational healthcare use cases.

Distributed, Parallel, and Cluster Computing

TrialChain: A Blockchain-Based Platform to Validate Data Integrity in Large, Biomedical Research Studies

2 code implementations10 Jul 2018 Hao Dai, H Patrick Young, Thomas JS Durant, Guannan Gong, Mingming Kang, Harlan M. Krumholz, Wade L Schulz, Lixin Jiang

The TrialChain platform provides a data governance solution to audit the acquisition and analysis of biomedical research data.

Distributed, Parallel, and Cluster Computing Cryptography and Security

Bigeometric Organization of Deep Nets

no code implementations1 Jul 2015 Alexander Cloninger, Ronald R. Coifman, Nicholas Downing, Harlan M. Krumholz

In this paper, we build an organization of high-dimensional datasets that cannot be cleanly embedded into a low-dimensional representation due to missing entries and a subset of the features being irrelevant to modeling functions of interest.

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