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A. Noheria

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Open access Oct 2026

Zero-Shot Extraction of Structured Clinical Data from Free-Text CT Reports Using Foundational Large Language Models

Introduction. Large language models (LLMs) are being explored for multiple applications in medical research, including medical text classification. Authors of the study evaluated the performance of three off-the-shelf LLMs in classifying unstructured free-text CT pulmonary angiography reports for pulmonary embolism (PE...

Amulya Gupta, Alexander Hongslo, Q. Nguyen et al. · 0 citations
Open access Sep 2026

Prediction of Obstructive Sleep Apnea Using Variational Autoencoder-Derived Features From 12-Lead ECG

BackgroundObstructive sleep apnea (OSA) is a highly prevalent sleep disorder. Major risk factors include obesity, older age, and male sex. Given the well-established association between OSA and cardiovascular disease, markers of cardiovascular health derived from electrocardiography (ECG) may help identify individuals...

C. Harvey, A. Gupta, B. Halder et al. · 0 citations

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