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Foundation Agents Meet Agentic Deep Research: Evidence-Grounded Clinical Code Forecasting
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RAGmulti-label forecastingEHRclinical coding
2608.17075
Builder Relevance
2h ago80%
Abstract
The paper presents ICD-Deepresearch, a workflow for predicting future ICD codes using structured EHR models and language foundation models.
Reality Card
Core Claim
ICD-Deepresearch achieves improved patient-averaged precision/recall compared to standalone systems, demonstrating higher physician-rated usefulness.
Method / Result
Achieved patient-averaged precision/recall of 24.60/35.09% on MIMIC-III and 25.14/48.32% on MIMIC-IV.
Limitations
The reliance on fixed top-K budget and the specific datasets may limit generalizability and reproducibility.
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