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Publications

Clinical Predictive Modeling

1. Proposal of a New Prognostic Model for Differentiated Thyroid Cancer with TERT Promoter Mutations (2021) Cancers, 13(12):2943 
2. The Combination of Area Under the Curve and Percentage Change in Estimated Glomerular Filtration Rate Predicts Long-term Outcome of Kidney Transplants (2020) American Journal of Transplantation, 20(4):1056-1062
3. Predicting Adverse Outcomes for Febrile Patients in the Emergency Department Using Sparse Laboratory Data: Development of a Time Adaptive Model (2020) JMIR Medical Informatics, 8(3):e16117
4. Prediction of Cardiac Arrest in the Emergency Department Based on Machine Learning and Sequential Characteristics: Model Development and Retrospective Clinical Validation Study (2020) JMIR Medical Informatics, 8(8):e15932 
5. Development and Validation of Unplanned Extubation Prediction Models Using Intensive Care Unit Data (2021) Journal of Medical Internet Research [Published online] 

Real-World Data & Big Data Analytics

1. The Association between Breastfeeding and Non-Alcoholic Fatty Liver Disease in Parous Women: a Nationwide Cohort Study (2021) Hepatology [Published online] 
2. Visual Impairment Increases the Risk of Dementia, Especially in Young Males: A 12-Year Longitudinal Follow-Up Study of a National Cohort (2021) Scientific Reports, 11(1):11393 
3. Use of Cyclooxygenase Inhibitor and the Risk of Hepatocellular Carcinoma in Chronic Hepatitis B (2020) Journal of Viral Hepatitis, 27(1):68-73
4. Biological, Clinical, and Population Relevance of 95 Loci for Blood Lipids (2010) Nature, 466:707-713 
5. New Evaluation Measures for Multifactor Dimensionality Reduction Classifiers in Gene-Gene Interaction Analysis (2008) Bioinformatics, 25(3):338-345

AI, Machine Learning, Digital Healthcare

1. Machine Learning Model for Predicting Excessive Muscle Loss During Neoadjuvant Chemoradiotherapy in Oesophageal Cancer (2021) Journal of Cachexia, Sarcopenia, and Muscle [Published online] 
2. A Fully Automated Analytic System for Measuring the Endolymphatic Hydrops Ratio in Ménière's Disease Using Deep Learning and MRI (2021) Journal of Medical Internet Research [Published online]
3. Variability in Doctors’ Usage Paths of Mobile Electronic Health Records Across Specialties: Comprehensive Analysis of Log Data (2019) JMIR mHealth and uHealth, 7(1):e12041 
4. Application of Efficient Data Cleaning Using Text Clustering for Semistructured Medical Reports to Large-Scale Stool Examination Reports: Methodology Study. (2019) Journal of Medical Internet Research, 21(1)e10013
5. Text Mining for Korean: Characteristics and Application to 2011 Korean Economic Census Data (2014) The Korean Journal of Applied Statistics, 27(7):131-141

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