Author

Akshat Choube

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Preprint Aug 2026

Foundation Agents Meet Agentic Deep Research: Evidence-Grounded Clinical Code Forecasting

Next-encounter ICD forecasting predicts which standardized diagnosis codes will be documented at a future visit from the longitudinal record available beforehand. The task is prospective and multi-label: the target note does not yet exist, and several codes may be correct. Structured EHR foundation models capture recur...

Junda Wang, Meysam Ghaffari, Akshat Choube et al. · 0 citations

#artificial intelligence Jun 2026

From 'What' to 'How' and 'Why': Sharing LLM-Generated Retrospective Summaries of Older Adults' Passive Tracking Data with Remote Family Members

This work explores how LLMs can be used to generate retrospective summaries from multi-modal tracking data for RFMs of older adults, and finds that RFMs'sensemaking shift from simply presenting''What''data were collected, to explaining''How''is my loved one doing and''Why''.

Jia-Chen Li, Reina Szeyi Chan, Akshat Choube et al. · arXiv.org · 0 citations