Author

S. Damrauer

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Open access Sep 2026

Generalizable CT vision-language modeling for population health and disease risk

Percival is introduced, a CT-native VLM trained on more than 400,000 CT-report pairs from the Penn Medicine BioBank using a dual-encoder symmetric contrastive framework, and evaluated against alternative foundation-model paradigms, indicating that CT-VLMs uncover latent structure aligned with clinical, physiological, a...

C. Beeche, Joonghyun Kim, H. Tavolinejad et al. · npj Digital Medicine · 1 citation

Open access Aug 2026

Longitudinal Clinical Foundation Models Augmented with Genomics for Early Detection and Risk Stratification of Inherited Cardiomyopathy

Decomposing the onset prediction task reveals that the model often misclassifies patients who were diagnosed later as positive, suggesting the patient journey embeddings encode disease state more reliably than care timing.

A. Zolensky, Colleen M. Kripke, Karl Keat et al. · medRxiv · 0 citations