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So-Yeon Hwang

Yonsei University · Medicine

About the Lab

Professor So-Yeon Hwang's research lab specializes in pediatric emergency medicine and health informatics, focusing on improving clinical outcomes through innovative technologies and data-driven approaches. The lab investigates the application of machine learning and artificial intelligence to predict patient outcomes and streamline triage in pediatric emergency departments. A key area of interest is non-pharmacological pain management, particularly using virtual reality as a distraction therapy during painful procedures like intravenous placement in young children. The lab also explores behavioral and environmental factors influencing injury patterns, such as dog-bite incidents, to inform preventive healthcare strategies.

pediatric emergency caremachine learning in healthcarevirtual reality distractionintravenous accesspain management in children

Research Overview

Papers
35
Total Citations
283
Papers (5y)
21
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
21total
2021
2022
2023
2024
2025
Citations per year (5y)
147total
20212022202320242025

Selected Papers

15
1
Article|40 citations·2022
Machine learning-based prediction of critical illness in children visiting the emergency department
Soyun Hwang, Bongjin Lee
SJR Q1PLoS ONEOA

OBJECTIVES: Triage is an essential emergency department (ED) process designed to provide timely management depending on acuity and severity; however, the process may be inconsistent with clinical and hospitalization outcomes. Therefore, studies have attempted to augment this process with machine learning models, showing advantages in predicting critical conditions and hospitalization outcomes. The aim of this study was to utilize nationwide registry data to develop a machine learning-based class

Emergency MedicineMedicine
2
Article|38 citations·2019
Dog-bite injuries in Korea and risk factors for significant dog-bite injuries: A 6-year cross-sectional study
Joong Wan Park, Do Kyun Kim, Jae Yun Jung, Se Uk Lee, Ikwan Chang, Young Ho Kwak, Soyun Hwang
SJR Q1PLoS ONEOA

Dog-bite injuries are increasing in Korea, especially in teenagers and adults. A relative's or neighbour's dog may be more dangerous than a stranger's dog. Preventive strategies are needed to prevent dog-bite injuries in adults and children.

VirologyImmunology and Microbiology
3
Article|33 citations·2021
Virtual reality environment using a dome screen for procedural pain in young children during intravenous placement: A pilot randomized controlled trial
Ha Ni Lee, Woori Bae, Joong Wan Park, Jae Yun Jung, Soyun Hwang, Do Kyun Kim, Young Ho Kwak
SJR Q1PLoS ONEOA

We assessed the feasibility and potential efficacy of a virtual reality (VR) environment using a dome screen as a distraction method in young children during intravenous (IV) placement in the pediatric emergency department. This randomized controlled pilot study enrolled children aged 2 to 6 years who underwent IV placement into either the intervention group or the control group. Children in the intervention group experienced VR using a dome screen during IV placement. The child's pain intensity

Pediatrics, Perinatology and Child HealthMedicine
4
Article|26 citations·2022
Effect of a Virtual Reality Environment Using a Domed Ceiling Screen on Procedural Pain During Intravenous Placement in Young Children
Ha Ni Lee, Joong Wan Park, Soyun Hwang, Jae Yun Jung, Do Kyun Kim, Young Ho Kwak, Eui Jun Lee
SJR Q1JAMA PediatricsOA

Importance: Distraction using virtual reality (VR) has been found to provide a clinically significant reduction in the experience of pain during various painful procedures. Commercially available VR systems usually require the user to wear a head-mounted display helmet, which can be challenging for young children, and whether VR can reduce pain during intravenous (IV) placement in young children is currently unknown. Objective: To determine whether a VR environment using a novel domed ceiling sc

Pediatrics, Perinatology and Child HealthMedicine
5
Article|24 citations·2007
Application of a NiTi alloy two-way shape memory helical coil for a versatile insulating jacket
Sang Wook Yoo, Jong‐Souk Yeo, Soyun Hwang, Young-Ho Kim, Shin Hur, Eun Sil Kim
SJR Q1Materials Science and Engineering A
Materials ChemistryMaterials Science
6
Article|23 citations·2019
Factors associated with difficult intravenous access in the pediatric emergency department
Se Uk Lee, Jae Yun Jung, Eun Mi Ham, Sang Won Wang, Joong Wan Park, Soyun Hwang, Do Kyun Kim, Young Ho Kwak
SJR Q2The Journal of Vascular Access

BACKGROUND: Successful intravenous catheter placement plays a vital role in the pediatric emergency department. We assessed pediatric emergency department-related factors associated with difficult intravenous catheter placement. METHOD: We retrospectively reviewed the electronic medical records of patients younger than 18 years who had an intravenous catheter placement attempt during their pediatric emergency department stay. Difficult intravenous access was defined as intravenous catheter place

Emergency Medical ServicesHealth Professions
7
Article|21 citations·2013
Direct Look from a Predator Shortens the Risk-Assessment Time by Prey
Sang‐im Lee, Soyun Hwang, Young-eun Joe, Hyunkyung Cha, Gun-ho Joo, Hyeon-jeong Lee, Ji‐Won Kim, Piotr G. Jabłoński
SJR Q1PLoS ONEOA

Decision making process is an important component of information use by animals and has already been studied in natural situations. Decision making takes time, which is expressed as a cost in evolutionary explanations of decision making abilities of animals. However, the duration of information assessment and decision making process has not been measured in a natural situation. Here, we use responses of wild magpies (Pica pica) to predictably approaching humans to demonstrate that, regardless of

Ecology, Evolution, Behavior and SystematicsAgricultural and Biological Sciences
8
Article|12 citations·2019
The epidemiology of childhood intussusception in South Korea: An observational study
Soyun Hwang, Joonghee Kim, Jae Yun Jung, Eun Mi Ham, Joong Wan Park, Hyuksool Kwon, Do Kyun Kim, Young Ho Kwak
SJR Q1PLoS ONEOA

Intussusception is one of the most common causes of intestinal obstruction in young children. We report a retrospective, observational study of the epidemiology of intussusception in South Korea using the National Health Insurance Service-National Sample Cohort (NHIS-NSC). A cohort of newborns born between 2002 and 2008 was selected. The primary objective was to assess the incidence of intussusception in the pediatric population of Korea. The secondary objectives were to describe the basic epide

SurgeryMedicine
9
Article|9 citations·2016
Cardiac arrest in schools: Nationwide incidence, risk, and outcome
Soyun Hwang, Sang Do Shin, Kyung Won Lee, Kyoung Jun Song, Ki Ok Ahn, Yu Jin Kim, Ki Jeong Hong, Young Sun Ro, Eui Jung Lee
SJR Q1Resuscitation
Emergency MedicineMedicine
10
Article|9 citations·2023
Factors contributing to uncertainty in paediatric abdominal ultrasound reports in the paediatric emergency department
Soyun Hwang, Hyun Jung Chung, Joong Wan Park, Eui Jun Lee, Ha Ni Lee, Jin Hee Kim, Jie Hee Jue, Young Hun Choi, Jae Yun Jung
SJR Q1BMC Emergency MedicineOA

BACKGROUND: Abdominal pain, which is a common cause of children presenting to the paediatric emergency department (PED), is often evaluated by ultrasonography (US). However, uncertainty in US reports may necessitate additional imaging. OBJECTIVE: In this study, we evaluated factors contributing to uncertainty in paediatric abdominal US reports in the PED. MATERIALS AND METHODS: This retrospective cohort study included children younger than 18 years of age who underwent abdominal US in the PED of

Critical Care and Intensive Care MedicineMedicine
11
Article|9 citations·2021
Characteristics of injuries associated with electric personal mobility devices: a nationwide cross-sectional study in South Korea
Maro Kim, Dongbum Suh, Jin Hee Lee, Hyuksool Kwon, Yoo Jin Choi, Joo Jeong, Sola Kim, Soyun Hwang, Joong Wan Park, You Hwan Jo
SJR Q4Journal of Trauma and InjuryOA

Purpose: The increasing use of electric personal mobility devices (ePMDs) has been accompanied by an increasing incidence of associated accidents. This study aimed to investigate the characteristics of ePMD-related injuries and their associated factors. Methods: This cross-sectional study was conducted using data from the Emergency Department-based Injury In-depth Surveillance database from 2014 to 2018. All patients who were injured while operating an ePMD were eligible. The primary outcome was

Public Health, Environmental and Occupational HealthMedicine
12
Article|8 citations·2018
A Novel Infant Chest Compression Assist Device Using a Palm Rather Than Fingers: A Randomized Crossover Trial
Joong Wan Park, Jae Yun Jung, Joonghee Kim, Young Ho Kwak, Do Kyun Kim, Jung Chan Lee, Eun Mi Ham, Soyun Hwang, Hyuksool Kwon
SJR Q1Prehospital Emergency Care

<b>Objective:</b> We developed a novel compression assist device (palm presser) to perform chest compressions using a palm in infant cardiopulmonary resuscitation (CPR). We hypothesized that the palm presser will increase compression depth without increasing hands-off time and will reduce rescuer fatigue compared with the two-finger technique (TFT).<b>Methods:</b> In this randomized crossover manikin trial, participants performed two minutes of CPR with a 30:2 compression:ventilation ratio using

Emergency MedicineMedicine
13
Article|5 citations·2022
Tablet personal computer distraction during intravenous placement for young children in the pediatric emergency department: A pilot study
Ha Ni Lee, Soyun Hwang, Jae Yun Jung, Joong Wan Park, Do Kyun Kim, Young Ho Kwak
SJR Q3Pediatrics InternationalOA

BACKGROUND: Intravenous (IV) placement is a common procedure experienced by children visiting the pediatric emergency department (PED). However, uncontrolled anxiety and pain cause children to interfere with the procedure. In this pilot study, we sought to evaluate the effectiveness of tablet personal computers as a distraction method during IV placement. METHODS: This is a single-center pilot study conducted at a tertiary teaching hospital. Children visiting the PED were eligible if they were a

Pediatrics, Perinatology and Child HealthMedicine
14
Article|4 citations·2021
Predictors of Caregiver Satisfaction With Pediatric Laceration Repair in the Pediatric Emergency Department
Soyun Hwang, Jin Hee Lee, Young Ho Kwak, Do Kyun Kim, Jin Hee Jung, Jae Yun Jung, Hyuksool Kwon, Dongbum Suh, Yoo Jin Choi, Se Uk Lee, Joong Wan Park
SJR Q2Pediatric Emergency Care

OBJECTIVES: The objective of this study was to define the care factors that are important to caregivers' satisfaction with pediatric laceration repair and the overall emergency department (ED) experience. METHODS: This was a cross-sectional observation study performed in an urban tertiary hospital. The caregivers of patients younger than 18 years who presented to the ED for laceration repair completed a survey. Demographic data were analyzed. Univariate and multivariate logistic regressions were

SurgeryMedicine
15
Article|3 citations·2023
Brain natriuretic peptide as a clinical screening tool for the diagnosis of Kawasaki disease
Jae Ho Jung, Soyun Hwang, Jae Yun Jung, Joong Wan Park, Eui Jun Lee, Ha Ni Lee, Jin Hee Kim, Do Kyun Kim, Young Ho Kwak
SJR Q3MedicineOA

N-terminal pro-brain natriuretic peptide (NT-proBNP) has been studied as a diagnostic screening tool for Kawasaki disease (KD). However, brain natriuretic peptide (BNP) has been less studied while has less variability among age groups. We aimed to find out if BNP can be used as a diagnostic screening tool for KD in Korea. This was a retrospective cohort study performed in a single pediatric emergency department. Patients younger than 19 years of age who presented with fever and underwent BNP exa

SurgeryMedicine

Research Areas

Emergency MedicineSurgeryPediatrics, Perinatology and Child HealthPublic Health, Environmental and Occupational HealthCritical Care and Intensive Care MedicineInfectious Diseases

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