Publications by authors named "Sooyoung Yoo"

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Development of a machine learning model to diagnose pediatric lower respiratory tract infections.
Ah Ra Lee, Hyunju Lee, Youngmin Cho, Miyoung Kim, Sung Yoon Lim, Sooyoung Yoo

Sci Rep· November 2025

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Real-Time Estimation of Arterial Partial Pressure of Carbon Dioxide in Patients Undergoing General Anesthesia: Predictive Modeling Study.
Ah Ra Lee, Jun Ho Lee, Sooyoung Yoo, Ho-Young Lee, Hyun Ho Kim

JMIR Med Inform· September 2025

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Comparative Diagnostic Performance of a Multimodal Large Language Model Versus a Dedicated Electrocardiogram AI in Detecting Myocardial Infarction From Electrocardiogram Images: Comparative Study.
Haemin Lee, Sooyoung Yoo, Joonghee Kim, Youngjin Cho, Dongbum Suh

JMIR AI· September 2025

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Renal safety of Long-Term Non-steroidal Anti-inflammatory drugs use in patients with ankylosing spondylitis.
Young-Eun Kim, Seo Young Park, Ji Sung Lee, You-Jung Ha, Sooyoung Yoo, Bin Yoo

Sci Rep· July 2025

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Secondary Cancer Risk in Breast Cancer with and without Radiotherapy: The Observational Health Data Sciences and Informatics (OHDSI) Cohort Study.
Seok Kim, Dachung Boo, Sooyoung Yoo, Borham Kim, Kyubo Kim, Hyun Gee Ryoo, Ie Ryung Yoo

Cancer Res Treat· June 2025

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Conversion of Nursing Statements into the OMOP Common Data Model.
Hyesil Jung, Seok Kim, Sooyoung Yoo

Stud Health Technol Inform· May 2025

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Developing a Machine Learning Model for Predicting 30-Day Major Adverse Cardiac and Cerebrovascular Events in Patients Undergoing Noncardiac Surgery: Retrospective Study.
Ju-Seung Kwun, Houng-Beom Ahn, Si-Hyuck Kang, Sooyoung Yoo, Seok Kim

J Med Internet Res· April 2025

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De-identification of clinical notes with pseudo-labeling using regular expression rules and pre-trained BERT.
Jiyong An, Jiyun Kim, Leonard Sunwoo, Hyunyoung Baek, Sooyoung Yoo

BMC Med Inform Decis Mak· February 2025

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Etiology and Clinical Prediction of Community-Acquired Lower Respiratory Tract Infection in Children.
Byungsun Yoo, Ilha Yune, Dayeon Kang, Youngmin Cho, Sung Yoon Lim, Sooyoung Yoo

J Korean Med Sci· January 2025

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Automated Pathologic TN Classification Prediction and Rationale Generation From Lung Cancer Surgical Pathology Reports Using a Large Language Model Fine-Tuned With Chain-of-Thought: Algorithm Development and Validation Study.
Sanghwan Kim, Sowon Jang, Borham Kim, Leonard Sunwoo, Seok Kim, Sooyoung Yoo

JMIR Med Inform· December 2024

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Hospital Length of Stay Prediction for Planned Admissions Using Observational Medical Outcomes Partnership Common Data Model: Retrospective Study.
Haeun Lee, Seok Kim, Hui-Woun Moon, Ho-Young Lee, Kwangsoo Kim, Sooyoung Yoo

J Med Internet Res· November 2024

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Enhancing Clinical History Taking Through the Implementation of a Streamlined Electronic Questionnaire System at a Pediatric Headache Clinic: Development and Evaluation Study.
Jaeso Cho, Ji Yeon Han, Anna Cho, Sooyoung Yoo, Ho-Young Lee

JMIR Med Inform· November 2024

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Patient-Centered Economic Burden of Diabetic Macular Edema: Retrospective Cohort Study.
Kyungseon Choi, Sang Jun Park, Hyuna Yoon, Seoyoon Choi, Yongseok Mun, Sooyoung Yoo

JMIR Public Health Surveill· October 2024

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Extracting lung cancer staging descriptors from pathology reports: A generative language model approach.
Hyeongmin Cho, Sooyoung Yoo, Borham Kim, Sowon Jang, Leonard Sunwoo

J Biomed Inform· September 2024

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Deep learning-based prediction of Clostridioides difficile infection caused by antibiotics using longitudinal electronic health records.
Junmo Kim, Joo Seong Kim, Sae-Hoon Kim, Sooyoung Yoo, Jun Kyu Lee

NPJ Digit Med· August 2024

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Opportunities and challenges of a dynamic consent-based application: personalized options for personal health data sharing and utilization.
Ah Ra Lee, Dongjun Koo, Il Kon Kim, Eunjoo Lee, Sooyoung Yoo

BMC Med Ethics· August 2024

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Prospective validation of a mobile health application for blood pressure management in patients with hypertensive disorders of pregnancy: study protocol for a randomized controlled trial.
Ju-Seung Kwun, Jina Choi, Yeonyee E Yoon, Hong-Mi Choi, Jee Yoon Park, Sooyoung Yoo

Trials· July 2024

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Integrating Clinical Data and Medical Imaging in Lung Cancer: Feasibility Study Using the Observational Medical Outcomes Partnership Common Data Model Extension.
Hyerim Ji, Seok Kim, Leonard Sunwoo, Sowon Jang, Ho-Young Lee, Sooyoung Yoo

JMIR Med Inform· July 2024

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Prediction of treatment response after stereotactic radiosurgery of brain metastasis using deep learning and radiomics on longitudinal MRI data.
Se Jin Cho, Wonwoo Cho, Dongmin Choi, Gyuhyeon Sim, So Yeong Jeong, Sooyoung Yoo

Sci Rep· May 2024

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Symptoms and Conditions in Children and Adults up to 90 Days after SARS-CoV-2 Infection: A Retrospective Observational Study Utilizing the Common Data Model.
Minjung Han, Taehee Chang, Hae-Ryoung Chun, Suyoung Jo, Yeongchang Jo, Sooyoung Yoo

J Clin Med· May 2024

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Information technology-supported integrated health service for older adults in long-term care settings.
Jung-Yeon Choi, Hongsoo Kim, Seungyeon Chun, Young-Il Jung, Sooyoung Yoo

BMC Med· May 2024

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Author Correction: Impact of metformin on cardiovascular and kidney outcome based on kidney function status in type 2 diabetic patients: a multicentric, retrospective cohort study.
Yongjin Yi, Eun-Jeong Kwon, Giae Yun, Seokwoo Park, Jong Cheol Jeong, Sooyoung Yoo

Sci Rep· May 2024

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Impact of a Nationwide Medication History Sharing Program on the Care Process and End-User Experience in a Tertiary Teaching Hospital: Cohort Study and Cross-Sectional Study.
Jungwon Cho, Sooyoung Yoo, Eunkyung Euni Lee, Ho-Young Lee

JMIR Med Inform· March 2024

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Impact of metformin on cardiovascular and kidney outcome based on kidney function status in type 2 diabetic patients: a multicentric, retrospective cohort study.
Yongjin Yi, Eun-Jeong Kwon, Giae Yun, Seokwoo Park, Jong Cheol Jeong, Sooyoung Yoo

Sci Rep· January 2024

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Patient-Centered Economic Burden of Exudative Age-Related Macular Degeneration: Retrospective Cohort Study.
Kyungseon Choi, Sang Jun Park, Sola Han, Yongseok Mun, Da Yun Lee, Sooyoung Yoo

JMIR Public Health Surveill· December 2023

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