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Ting Dang

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#artificial intelligence Preprint Oct 2026

Retrieval-Augmented Multimodal Language Model with Heterogeneous Evidence Integration for Clinical Prognosis

Clinical prognosis requires integrating structured measurements, physiological waveforms, longitudinal history, and population context. We introduce PRISM (Population-Retrieved Inference for Structured Multimodal Prognosis), a multimodal language model that combines per-feature numerical tokenization, recency-weighted...

Hamza Shafiq, Jia-Lu Tang, Ting Dang et al. · 0 citations
Conference Jul 2026

X-FEMR: A Token-level Explainable Approach for Electronic Health Records Foundation Models using Transformer-based Models

This work trains a Transformer-based surrogate model on input-output pairs from the FEMR across two prediction tasks, approximating its behavior while preserving temporal dynamics, and introduces a novel clinical alignment metric that quantifies the correspondence between the surrogate model’s key tokens and clinically...

Jie Huang, Peng Yin, Zihan Xu et al. · 0 citations

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