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Vincent X. Liu

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#artificial intelligence Preprint Sep 2026

EHRAdapt: Adapting Pretrained Language Models to Electronic Health Records with Semantic Priors for Rare Clinical Events

EHRAdapt, an adapter that maps tuples directly into a frozen language model's embedding space, outperforms text-based LLM and count-based baselines, and both pathways improve rare-disease discrimination.

Andre R. Goncalves, Vincent X. Liu, Priyadip Ray · 0 citations
Review Open access Sep 2026

Can Artificial Intelligence Deliver in Real-World Health Systems? Early Insights From Augmented Intelligence in Medicine and Healthcare Initiative's 5 Funded Projects.

Early insights from AIM-HI-funded projects to inform real-world AI implementation highlight that implementation success depends on thoughtful integration into clinical environments, strong partnerships with stakeholders, as well as sustained evaluation and monitoring.

I. Ergas, H. Clancy, Thomas Wang et al. · 0 citations

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