Structured Evidence Routing for Incident Risk Prediction from Multimodal Longitudinal EHRs

arXiv:2608.26191 · cs.AI · Submitted 2026-08-24 · Read on arXiv

cs.AI

Submitted: 2026-08-24

Updated: 2026-08-24

Comments: Accepted at the ICML 2026 Workshop on Structured Data for Health (SD4H), Seoul, South Korea

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 18× in this paper · explained in 2 episodes
• Ablation — 15× in this paper · explained in 1 episode
• AUROC — 12× in this paper · explained in 2 episodes
• Embeddings — 8× in this paper · explained in 2 episodes
• Transformer — 6× in this paper · explained in 2 episodes
• American College of Cardiology — 3× in this paper
• American Heart Association — 2× in this paper
• Foundation Model — 2× in this paper · explained in 3 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Iterative Refinement — 1× in this paper · explained in 3 episodes
• Ontology — 1× in this paper · explained in 2 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Vector Representations — 1× in this paper · explained in 2 episodes

Sources

• Sequential Diagnosis with Language Models

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