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Internaional Journal Publications (SCI/SCIE)


  1. AI for Healthcare (Prediction Model for Disease Diagnosis and Treatment)

  • (First author) “Thirty-day hospital readmission prediction model based on common data model with weather and air quality data”, Borim Ryu, Sooyoung Yoo, Seok Kim, Jinwook Choi, Scientific reports (2021).

  • (First author) “Development of prediction models for unplanned hospital readmission within 30 days based on Common Data Model: A feasibility study”, Borim Ryu, Sooyoung Yoo, Seok Kim, Jinwook Choi, Methods of Information in Medicine (2021).

  • "Transforming electronic health record polysomnographic data into the Observational Medical Outcome Partnership's Common Data Model: a pilot feasibility study.", Jeong Whun Kim, Seok Kim, Borim Ryu, Wongeun Song, Ho Young Lee, Sooyoung Yoo, Scientific reports 11.1 (2021): 1-10.

  • (First author) “Transformation of Pathology Reports Into the Common Data Model With Oncology Module: Use Case for Colon Cancer”,Borim Ryu, Eunsil Yoon, Seok Kim, Sejoon Lee, Hyunyoung Baek, Soyoung Yi, Hee Young Na, Ji Won Kim, Rong Min Baek, Hee Hwang, Sooyoung Yoo, Journal of medical Internet research 22.12 (2020): e18526.

  • "Development and validation of phenotype classifiers across multiple sites in the observational health data sciences and informatics network", Mehr Kashyap, Martin G. Seneviratne, Juan M. Banda, Thomas Falconer, Borim Ryu, Sooyoung Yoo, George Hripcsak, Nigam H. Shah, Journal of the American Medical Informatics Association 27.6 (2020): 877-883.

  • "Patient-Level Prediction of Cardio-Cerebrovascular Events in Hypertension Using Nationwide Claims Data", Jaram Park, Jeong Whun Kim, Borim Ryu, Eunyoung Heo, Se Young Jung, Sooyoung Yoo, JOURNAL OF MEDICAL INTERNET RESEARCH, (2019)


  1. Mobile/IoT-based Healthcare System Development and Clinical Trials

  • (First author) “Impact of Personal Health Records and Wearables on Health Outcomes and Patient Response: Three-Arm Randomized Controlled Trial”,Jeong Whun Kim, Borim Ryu, Seoyoon Cho, Eunyoung Heo, Yoojung Kim, Joongseek Lee, Se Young Jung, Sooyoung Yoo, JMIR mHealth and uHealth 7.1 (2019): e12070.

  • (First author) “Impact of an Electronic Health Record- Integrated Personal Health Record on Patient Participation in Health Care: Development and Randomized Controlled Trial of MyHealthKeeper”, Borim Ryu, Nari Kim, Eunyoung Heo, Sooyoung Yoo, Keehyuck Lee, Hee Hwang, Jeong Whun Kim, Yoojung Kim, Joongseek Lee, Se Young Jung, Journal of medical Internet research 19.12 (2017): e8867.

  • "Effect of Lifestyle Modification Using a Smartphone Application on Obesity With Obstructive Sleep Apnea: A Short-term, Randomized Controlled Study", Sung Woo Cho, Jee Hye Wee, Sooyoung Yoo, Eunyoung Heo, Borim Ryu, Yoojung Kim, Joong Seek Lee, Jeong Whun Kim, Clinical and experimental otorhinolaryngology 11.3 (2018): 192

  • (First author) "Inpatient satisfaction and usage patterns of personalized smart bedside station system for patient-centered service at a tertiary university hospital", Borim Ryu, Seok Kim, Kee Hyuck Lee, Hee Hwang, Sooyoung Yoo, International journal of medical informatics 95 (2016): 35-42.

  • "Development and User Research of a Smart Bedside Station System toward Patient-Centered Healthcare System", Sooyoung Yoo, Kee-Hyuck Lee, Hyunyoung Baek, Borim Ryu, Eunja Chung, Kidong Kim, Jay Chaeyong Yi, Soo Beom Park, Hee Hwang, Journal of Medical Systems 39.9 (2015): 1-11.


  1. International Medical Standard Implementation to Clinical Setting (HL7 FHIR Standard Study)

  • (First author) “Clinical Genomic Sequencing Reports in Electronic Health Record Systems Based on International Standards: Implementation Study”, Borim Ryu, Soo-Yong Shin, Rong-Min Baek, Jeong-Whun Kim, Eunyoung Heo, Inchul Kang, Joshua SungWoo Yang, Sooyoung Yoo, Journal of medical Internet research 22.8 (2020): e15040.

Selected International Conference Presentations


1. Ryu, Borim, et al. "MyHealthKeeper: Mobile-based 3-arm Randomized Controlled Trial in Obstructive Sleep Apnea based for Personal Health Management." American Medical Informatics Association (AMIA) Annual Symposium. 2018.

2. Ryu, Borim, et al. "Breast cancer recurrence data preparation, and prediction algorithm development." American Medical Informatics Association (AMIA) Annual Symposium. 2018.

3. Ryu, Borim, et al. "MyHealthKeeper: Clinical Trial of Personal Health Record-Based Healthcare Management." American Medical Informatics Association (AMIA) Annual Symposium. 2017.

4. Ryu, Borim, et al. "MyHealthKeeper: A Pilot study for personal health record-based healthcare management." American Medical Informatics Association (AMIA) Annual Symposium. 2016.

5. Seunghyun Park, et al. "Interpretable Prediction of Vascular Diseases from Electronic Health Records via Deep Attention Networks",18th IEEE International Conference on Bioinformatics and Bioengineering, BIBE 2018 (pp. 110-117). Institute of Electrical and Electronics Engineers Inc.

6. Jung-Woo Ha, et al."Predicting high-risk prognosis from diagnostic histories of adult disease patients via deep recurrent neural networks", 2017 IEEE International Conference on Big Data and Smart Computing (BigComp) (pp. 394-399). IEEE.

7. You Jin Kim, et al.“Highrisk Prediction from Electronic Medical Records via Deep Attention Networks”, arXiv preprint arXiv:1712.00010 (2017).