A Generalizable Deep Learning System for Cardiac MRI

no code implementations • 1 Dec 2023 • Rohan Shad, Cyril Zakka, Dhamanpreet Kaur, Robyn Fong, Ross Warren Filice, John Mongan, Kimberly Kalianos, Nishith Khandwala, David Eng, Matthew Leipzig, Walter Witschey, Alejandro de Feria, Victor Ferrari, Euan Ashley, Michael A. Acker, Curtis Langlotz, William Hiesinger

Cardiac MRI allows for a comprehensive assessment of myocardial structure, function, and tissue characteristics.

Contrastive Learning

Almanac: Retrieval-Augmented Language Models for Clinical Medicine

no code implementations • 1 Mar 2023 • Cyril Zakka, Akash Chaurasia, Rohan Shad, Alex R. Dalal, Jennifer L. Kim, Michael Moor, Kevin Alexander, Euan Ashley, Jack Boyd, Kathleen Boyd, Karen Hirsch, Curt Langlotz, Joanna Nelson, William Hiesinger

Large-language models have recently demonstrated impressive zero-shot capabilities in a variety of natural language tasks such as summarization, dialogue generation, and question-answering.

Decision Making Dialogue Generation +4

DeepBeat: A multi-task deep learning approach to assess signal quality and arrhythmia detection in wearable devices

no code implementations • 1 Jan 2020 • Jessica Torres Soto, Euan Ashley

In conclusion, though a combination of simulation and transfer learning and we develop and apply a multitask architecture to the problem of AF detection from wearable wrist sensors demonstrating high levels of accuracy and a solution for the vexing challenge of mechanical noise.

Arrhythmia Detection Denoising +3