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Internaional Journal Publications (SCI/SCIE)
2026
Moon Young Oh, Hyejin Hong, Mira Han, Borim Ryu, and Young Jun Chai. “Preoperative predictors of occult central lymph node metastasis in clinically node-negative papillary thyroid carcinoma: a common data model-based retrospective cohort study.” Annals of Surgical Treatment and Research 111(2) (2026): 69–76. doi:10.4174/astr.2026.111.2.69.
Hyejin Hong, Soyeon Kim, and Borim Ryu. “Enhancing multimodal inpatient fall prediction via nursing statement integration within the OMOP common data model.” Scientific Reports 16 (2026): 24847. doi:10.1038/s41598-026-53071-9.
Min Jung Kim, Eun-Gee Park, Changyoung Kim, Dong Yoon Kang, Borim Ryu, and Kichul Shin. “Treatment sequence patterns of urate-lowering therapy in Korean patients with gout: A common data model-based study.” PLOS ONE 21(4) (2026): e0347654. doi:10.1371/journal.pone.0347654.
Ji Hyun Lee, Borim Ryu, and Yohan Lee. “Development of a machine learning model using structured and unstructured features for predicting surgery among patients with carpal tunnel syndrome: development and validation.” Scientific Reports 16 (2026): 16934. doi:10.1038/s41598-026-46000-3.
Young-Gon Kim, Jongho Shin, Sul Mui Won, Sang-Min Lee, Ho Geol Ryu, Geonhee Lee, Wookyung Kim, Dai-Jin Kim, Taehoon Ko, Tong Min Kim, Il-Woo Song, SuEun Jung, Jun Wan Lee, Jeong-Ho Hong, Jong-Yeup Kim, Da Hye Moon, Won-Yeon Lee, Woo Hyun Cho, Yoon Mi Shin, Soomin Jo, Byoung Jun Lee, Minjae Yoon, Borim Ryu, Jin-Heon Jeong, Seung Yong Park, Soung Sil Choi, Taeyun Kim, Hyung-Chul Lee, and Eui Kyu Chie. “K-MIMIC: a nationwide Korean multi-institutional Multimodal intensive care dataset.” Korean Journal of Anesthesiology (2026), online ahead of print. doi:10.4097/kja.25752.
2025
Ji Hyun Lee, Hyun Woo Lee, Hyo Jin Lee, Tae Yun Park, Kwang Nam Jin, Dong Hyun Kim, and Borim Ryu. “Comparing large scale and selected feature learning for community acquired pneumonia prognosis prediction using clinical data: a stacked ensemble approach.” Scientific Reports 15 (2025): 12319. doi:10.1038/s41598-025-95941-8.
Eun-Gee Park, Min Jung Kim, Jinseo Kim, Kichul Shin, and Borim Ryu. “Utility of Treatment Pattern Analysis Using a Common Data Model: A Scoping Review.” Healthcare Informatics Research 31(1) (2025): 4–15. doi:10.4258/hir.2025.31.1.4.
Ji Hyun Lee, Hyun Woo Lee, Dong Hyun Kim, and Borim Ryu. “A Predictive Model Development Framework Based on Machine-Learning and Stacking Ensemble Technique for Patient Prognosis.” In Proceedings of the 11th International Conference on Bioinformatics Research and Applications (ICBRA 2024), 48–55. ACM, 2025. doi:10.1145/3700666.3700692.
2024
Min Jung Kim, Eun-Gee Park, Dong Yoon Kang, Borim Ryu, and Kichul Shin. “AB0122 Treatment Sequence Patterns of Urate-Lowering Therapy for Gout Based on a Common Data Model.” Annals of the Rheumatic Diseases 83(Suppl 1) (2024): 1295. doi:10.1136/annrheumdis-2024-eular.3252.
Min Jung Kim, Borim Ryu, Eun-Gee Park, Siyeon Yi, Kwangsoo Kim, Jun Won Park, and Kichul Shin. “The Risk of COVID-19 and Its Outcomes in Korean Patients With Gout: A Multicenter, Retrospective, Observational Study.” Journal of Korean Medical Science 39(4) (2024): e37. doi:10.3346/jkms.2024.39.e37.
2023
Borim Ryu, Sejoon Lee, Eunjeong Heo, Sooyoung Yoo, and Jeong-Whun Kim. “Snoring-related polygenic risk and its relationship with lifestyle factors in a Korean population: KoGES study.” Scientific Reports 13 (2023): 14212. doi:10.1038/s41598-023-41369-x.
Jinwook Choi, Hyeryun Park, Eui Kyu Chie, Sae Won Choi, Ho-Young Lee, Sooyoung Yoo, Byoung Jae Kim, and Borim Ryu. “Current Status and Key Issues of Data Management in Tertiary Hospitals: A Case Study of Seoul National University Hospital.” Healthcare Informatics Research 29(3) (2023): 209–217. doi:10.4258/hir.2023.29.3.209.
Eun-Tae Jeon, Hyo Jin Lee, Tae Yun Park, Kwang Nam Jin, Borim Ryu, Hyun Woo Lee, and Dong Hyun Kim. “Machine learning-based prediction of in-ICU mortality in pneumonia patients.” Scientific Reports 13 (2023): 11527. doi:10.1038/s41598-023-38765-8.
Yu Mi Jang, Min Jung Kim, Borim Ryu, Ji Yu Sun, Ki Won Moon, and Kichul Shin. “Missed Opportunities for Urate Lowering Therapy after Gout Flares in Frail Patients Living Alone.” The Korean Journal of Medicine 98(3) (2023): 137–143. doi:10.3904/kjm.2023.98.3.137.
2022
Kwang Yong Choi, Dong Hyun Kim, Kwang Nam Jin, Hyo Jin Lee, Tae Yun Park, Borim Ryu, Jung-Kyu Lee, Eun Young Heo, Deog Kyeom Kim, and Hyun Woo Lee. “Different treatment response to systemic corticosteroids according to white blood cell counts in severe COVID-19 patients.” Annals of Medicine 54(1) (2022): 2997–3005. doi:10.1080/07853890.2022.2137736.
2021
Borim Ryu, Sooyoung Yoo, Seok Kim, and Jinwook Choi. “Thirty-day hospital readmission prediction model based on common data model with weather and air quality data.” Scientific Reports 11 (2021): 23313. doi:10.1038/s41598-021-02395-9.
Borim Ryu, Sooyoung Yoo, Seok Kim, and Jinwook Choi. “Development of Prediction Models for Unplanned Hospital Readmission within 30 Days Based on Common Data Model: A Feasibility Study.” Methods of Information in Medicine 60(Suppl 2) (2021): e65–e75. doi:10.1055/s-0041-1735166.
Jeong-Whun Kim, Seok Kim, Borim Ryu, Wongeun Song, Ho-Young Lee, and Sooyoung Yoo. “Transforming electronic health record polysomnographic data into the Observational Medical Outcome Partnership's Common Data Model: a pilot feasibility study.” Scientific Reports 11 (2021): 7013. doi:10.1038/s41598-021-86564-w.
2020
Borim Ryu, Eunsil Yoon, Seok Kim, Sejoon Lee, Hyunyoung Baek, Soyoung Yi, Hee Young Na, Ji-Won Kim, Rong-Min Baek, Hee Hwang, and Sooyoung Yoo. “Transformation of Pathology Reports Into the Common Data Model With Oncology Module: Use Case for Colon Cancer.” Journal of Medical Internet Research 22(12) (2020): e18526. doi:10.2196/18526.
Borim Ryu, Soo-Yong Shin, Rong-Min Baek, Jeong-Whun Kim, Eunyoung Heo, Inchul Kang, Joshua SungWoo Yang, and Sooyoung Yoo. “Clinical Genomic Sequencing Reports in Electronic Health Record Systems Based on International Standards: Implementation Study.” Journal of Medical Internet Research 22(8) (2020): e15040. doi:10.2196/15040.
Mehr Kashyap, Martin G. Seneviratne, Juan M. Banda, Thomas Falconer, Borim Ryu, Sooyoung Yoo, George Hripcsak, and Nigam H. Shah. “Development and validation of phenotype classifiers across multiple sites in the observational health data sciences and informatics network.” Journal of the American Medical Informatics Association 27(6) (2020): 877–883. doi:10.1093/jamia/ocaa032.
2019
Jaram Park, Jeong-Whun Kim, Borim Ryu, Eunyoung Heo, Se Young Jung, and Sooyoung Yoo. “Patient-Level Prediction of Cardio-Cerebrovascular Events in Hypertension Using Nationwide Claims Data.” Journal of Medical Internet Research 21(2) (2019): e11757. doi:10.2196/11757.
Jeong-Whun Kim, Borim Ryu, Seoyoon Cho, Eunyoung Heo, Yoojung Kim, Joongseek Lee, Se Young Jung, and Sooyoung Yoo. “Impact of Personal Health Records and Wearables on Health Outcomes and Patient Response: Three-Arm Randomized Controlled Trial.” JMIR mHealth and uHealth 7(1) (2019): e12070. doi:10.2196/12070.
2018
Jeong-Whun Kim, Borim Ryu, Seoyoon Cho, Eunyoung Heo, Se Young Jung, Yoojung Kim, Joongseek Lee, and Sooyoung Yoo. “MyHealthKeeper: Mobile based 3-arm Randomized Controlled Trial in Obstructive Sleep Apnea based for Personal Health Management.” AMIA Annual Symposium Proceedings (2018): 2027.
Borim Ryu, Sungwoon Choi, Sehyun Kim, Sooyoung Yoo, Sungroh Yoon, and Jeong-Whun Kim. “Breast Cancer Recurrence Data Preparation and Prediction Algorithm Development.” AMIA Annual Symposium Proceedings (2018): 2134.
Seunghyun Park, You Jin Kim, Jeong-Whun Kim, Jin Joo Park, Borim Ryu, and Jung-Woo Ha. “Interpretable Prediction of Vascular Diseases from Electronic Health Records via Deep Attention Networks.” In 2018 IEEE 18th International Conference on Bioinformatics and Bioengineering (BIBE), 110–117. IEEE, 2018. doi:10.1109/BIBE.2018.00028.
Sung-Woo Cho, Jee Hye Wee, Sooyoung Yoo, Eunyoung Heo, Borim Ryu, Yoojung Kim, Joong Seek Lee, and Jeong-Whun Kim. “Effect of Lifestyle Modification Using a Smartphone Application on Obesity With Obstructive Sleep Apnea: A Short-term, Randomized Controlled Study.” Clinical and Experimental Otorhinolaryngology 11(3) (2018): 192–198. doi:10.21053/ceo.2017.01284.
2017
Borim Ryu, Nari Kim, Eunyoung Heo, Sooyoung Yoo, Keehyuck Lee, Hee Hwang, Jeong-Whun Kim, Yoojung Kim, Joongseek Lee, and Se Young Jung. “Impact of an Electronic Health Record-Integrated Personal Health Record on Patient Participation in Health Care: Development and Randomized Controlled Trial of MyHealthKeeper.” Journal of Medical Internet Research 19(12) (2017): e401. doi:10.2196/jmir.8867.
You Jin Kim, Yun-Geun Lee, Jeong-Whun Kim, Jin Joo Park, Borim Ryu, and Jung-Woo Ha. “Highrisk Prediction from Electronic Medical Records via Deep Attention Networks.” arXiv preprint arXiv:1712.00010 (2017).
Borim Ryu, Nari Kim, Eunyoung Heo, Sooyoung Yoo, Se Young Jung, Yoojung Kim, Joongsik Lee, and Jeong-Whun Kim. “MyHealthKeeper: Clinical Trial of Personal Health Record-Based Healthcare Management.” AMIA Annual Symposium Proceedings (2017): 2171.
Jung-Woo Ha, Adrian Kim, Dongwon Kim, Jeonghee Kim, Jeong-Whun Kim, Jin Joo Park, and Borim Ryu. “Predicting high-risk prognosis from diagnostic histories of adult disease patients via deep recurrent neural networks.” In 2017 IEEE International Conference on Big Data and Smart Computing (BigComp), 394–399. IEEE, 2017. doi:10.1109/BIGCOMP.2017.7881742.
2016
Borim Ryu, Seok Kim, Kee-Hyuck Lee, Hee Hwang, and Sooyoung Yoo. “Inpatient satisfaction and usage patterns of personalized smart bedside station system for patient-centered service at a tertiary university hospital.” International Journal of Medical Informatics 95 (2016): 35–42. doi:10.1016/j.ijmedinf.2016.09.003.
Borim Ryu, Sooyoung Yoo, Eunyoung Heo, Sookyoung Ji, Yoojung Kim, Joongsik Lee, and Jeong-Whun Kim. “MyHealthKeeper: A Pilot Study for Personal Health Record Based Healthcare Management.” AMIA Annual Symposium Proceedings (2016): 1581.
2015
Borim Ryu, Seok Kim, Kee-Hyuck Lee, Hee Hwang, and Sooyoung Yoo. “An Exploratory Analysis of Inpatient Satisfaction and Usage Pattern of Personalized Bedside Station.” AMIA Annual Symposium Proceedings (2015): 1662.
Sooyoung Yoo, Kee-Hyuck Lee, Hyunyoung Baek, Borim Ryu, Eunja Chung, Kidong Kim, Jay Chaeyong Yi, Soo Beom Park, and Hee Hwang. “Development and User Research of a Smart Bedside Station System toward Patient-Centered Healthcare System.” Journal of Medical Systems 39(9) (2015): 86. doi:10.1007/s10916-015-0273-8.
2013
Borim Ryu and Jinwook Choi. “Biomedical Test Collection with Multiple Query Representation.” In Proceedings of the 5th International Workshop on Evaluating Information Access (EVIA 2013). Tokyo, Japan, 2013.
2012
Sungbin Choi, Borim Ryu, Sooyoung Yoo, and Jinwook Choi. “Combining relevancy and methodological quality into a single ranking for evidence-based medicine.” Information Sciences 214 (2012): 76–90. doi:10.1016/j.ins.2012.05.027.
Borim Ryu and Jinwook Choi. “An Evaluation of Multiple Query Representations for the Relevance Judgments used to Build a Biomedical Test Collection.” Healthcare Informatics Research 18(1) (2012): 65–73. doi:10.4258/hir.2012.18.1.65.
2011
Sungbin Choi, Borim Ryu, Sooyoung Yoo, and Jinwook Choi. “Applying Metasearch Technique to Medical Literature Retrieval for Evidence-Based Medicine.” In Proceedings of the SIGIR 2011 Workshop on “entertain me”: Supporting Complex Search Tasks, 3–4. Beijing, China, 2011.