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J. Markert

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#natural language process... Preprint Oct 2026

Incidental information contaminates patient notes and disrupts clinical reasoning in large language models

Large language models (LLMs) are increasingly relied upon to support ambient documentation and clinical reasoning. Here we examine the impact of a failure mode shared between these two applications by assessing their sensitivity to information incidental to the patient encounter. In 576 patient-clinician dialogues, we...

K. Vishwanath, Brandon Ye, A. Alyakin et al. · 0 citations
Review Aug 2026

Big data in U.S. neuro-oncology: trends and translational priorities

An overview of the landscape of major U.S. neuro-oncology data resources is provided and how these datasets are used in contemporary research is evaluated, including population registries, clinical data networks, federal and consortium research cohorts, institutional datasets, specialized resources, and artificial inte...

Anjali Kapoor, A. Alyakin, J. Markert et al. · 0 citations

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