@article{ART003280571},
author={Yang-Hoon Ham and Seong-Min Lee and Min-soo Kim and Chanhee Kwak},
title={SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={12},
pages={245-252}
TY - JOUR
AU - Yang-Hoon Ham
AU - Seong-Min Lee
AU - Min-soo Kim
AU - Chanhee Kwak
TI - SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 12
PB - The Korean Society Of Computer And Information
SP - 245
EP - 252
SN - 1598-849X
AB - This study proposes a multimodal system that integrates subjective symptom text with structured data to recommend the most appropriate medical department. 2.89 million medical records provided by the National Health Insurance Service, was used to determine key diagnosis codes and medical department data. During data preprocessing, irrelevant departments were excluded, and data augmentation was performed using a large language model (LLM) to enhance data quality. The proposed model was designed with a dual-track architecture combining KM-BERT for text data processing and XGBoost for structured data analysis, with a CatBoost-based Stack-Ensemble model for final prediction. Experimental results showed that the proposed model achieved an accuracy of 0.748 and an F1-score of 0.732 compared to existing single models.
KW - Multimodal;Natural Language Processing;Late-Fusion;Medical System;;Large Language Model
DO -
UR -
ER -
Yang-Hoon Ham, Seong-Min Lee, Min-soo Kim and Chanhee Kwak. (2025). SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation. Journal of The Korea Society of Computer and Information, 30(12), 245-252.
Yang-Hoon Ham, Seong-Min Lee, Min-soo Kim and Chanhee Kwak. 2025, "SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation", Journal of The Korea Society of Computer and Information, vol.30, no.12 pp.245-252.
Yang-Hoon Ham, Seong-Min Lee, Min-soo Kim, Chanhee Kwak "SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation" Journal of The Korea Society of Computer and Information 30.12 pp.245-252 (2025) : 245.
Yang-Hoon Ham, Seong-Min Lee, Min-soo Kim, Chanhee Kwak. SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation. 2025; 30(12), 245-252.
Yang-Hoon Ham, Seong-Min Lee, Min-soo Kim and Chanhee Kwak. "SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation" Journal of The Korea Society of Computer and Information 30, no.12 (2025) : 245-252.
Yang-Hoon Ham; Seong-Min Lee; Min-soo Kim; Chanhee Kwak. SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation. Journal of The Korea Society of Computer and Information, 30(12), 245-252.
Yang-Hoon Ham; Seong-Min Lee; Min-soo Kim; Chanhee Kwak. SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation. Journal of The Korea Society of Computer and Information. 2025; 30(12) 245-252.
Yang-Hoon Ham, Seong-Min Lee, Min-soo Kim, Chanhee Kwak. SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation. 2025; 30(12), 245-252.
Yang-Hoon Ham, Seong-Min Lee, Min-soo Kim and Chanhee Kwak. "SMART-MDR: Stacked Multimodal Architecture with Robust Text-Tabular Data for Medical Department Recommendation" Journal of The Korea Society of Computer and Information 30, no.12 (2025) : 245-252.
