263 citations · 273 across the 4 of their papers we have counts for
4 papers
EHR-RAGp: Prototype-Guided Retrieval of Longitudinal Electronic Health Records for Clinical Prediction Models
Saeed Shurrab, Mariam Al-Omari, Dana El Samad +1
Electronic Health Records (EHR) contain rich longitudinal patient information and are widely used in predictive modeling applications. However, effectively leveraging historical da…
Multimodal Deep Learning for Stroke Prediction and Detection using Retinal Imaging and Clinical Data
Saeed Shurrab, Aadim Nepal, Terrence J. Lee-St. John +3
Stroke is a major public health problem, affecting millions worldwide. Deep learning has recently demonstrated promise for enhancing the diagnosis and risk prediction of stroke. Ho…
Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning
Saeed Shurrab, Alejandro Guerra-Manzanares, Farah E. Shamout
Self-supervised learning methods for medical images primarily rely on the imaging modality during pretraining. While such approaches deliver promising results, they do not leverage…
Self-supervised learning methods and applications in medical imaging analysis: A survey
Saeed Shurrab, Rehab Duwairi
The scarcity of high-quality annotated medical imaging datasets is a major problem that collides with machine learning applications in the field of medical imaging analysis and imp…