Publications

Peer-reviewed papers, preprints, and conference publications.

55 items

Scientific Reports (2025)

2025 Scientific reports

Alzheimer's Association International Conference (2025)

2025 Alzheimer's Association International...

This paper introduces a user-friendly platform designed to make large, customized language models (LLMs) more accessible. By capitalizing on recent advancements in multi-LoRA inference, the system efficiently accommodates custom adapters…

2025 AMIA Joint Summits...

International Journal of Medical Informatics (2025)

2025 International Journal of...

Administrative documentation is a major driver of rising healthcare costs and is linked to adverse outcomes, including physician burnout and diminished quality of care. This paper introduces a secure system…

2025 AMIA Joint Summits...

Screening patients for clinical trial eligibility remains a manual, time-consuming, and resource-intensive process. We present a secure, scalable proof-of-concept system for AI-augmented patient-trial matching that addresses key implementation challenges: integrating…

2025 arXiv preprint

Manual chart review remains an extremely time-consuming and resource-intensive component of clinical research, requiring experts to extract often complex information from unstructured electronic health record (EHR) narratives. We present a…

2025 arXiv preprint

Self-supervised learning (SSL) leverages vast unannotated medical datasets, yet steep technical barriers limit adoption by clinical researchers. We introduce Vision Foundry, a code-free, HIPAA-compliant platform that democratizes pre-training, adaptation, and…

2025 arXiv preprint

Whole-slide images (WSIs) contain tissue information distributed across multiple magnification levels, yet most self-supervised methods treat these scales as independent views. This separation prevents models from learning representations that remain…

2025 arXiv preprint

Accurate nutritional assessment is critical for public health, but existing profiling systems require detailed data often unavailable or inaccessible from colloquial text descriptions of food. This paper presents a machine…

2025 arXiv preprint