Research

Research and technical writing

A reading surface for publications and technical notes that reflect my work across empathetic dialogue generation, healthcare AI, and evaluation-oriented implementation.

3 entriesPublications and notesLong-form detail pages
Journal Paper 2026

Mathematics (submitted)

A Context-Adaptive Gated Embedding Framework for Advanced Clinical Decision-Making

This study proposes a hierarchical clinical decision support framework that estimates diagnostic context via partial-label automated ICD coding and reinjects it into irregular ICU time-series forecasting through context-adaptive gating for mechanical ventilation transition prediction.

Keywords
Clinical Decision Support SystemAutomated ICD Coding +7
Journal Paper 2025

Journal of The Korea Society of Computer and Information

Deep Learning based Automatic ICD Coding for Nursing Surveillance of Abdominal Surgery Patients

This study proposes an automatic ICD coding model for nursing surveillance of abdominal surgery patients by integrating EMR-based test data, patient information, and nursing notes.

Keywords
Medical AINursing Surveillance +7
Conference Paper 2025

Korea Computer Congress (KCC)

Empathetic Dialogue Generation Model Using Reinforcement Learning with AI-Based Feedback

This study proposes an empathetic dialogue generation model using reinforcement learning with AI-based feedback (RLAIF) to address limited diversity and reliance on human feedback.

Keywords
Empathetic DialogueReinforcement Learning +6