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Jaegum Sim

Sungkyunkwan University · Medicine

About the Lab

Professor Jaegum Sim's research lab specializes in clinical anesthesiology and perioperative medicine, with a strong focus on improving patient outcomes through innovative pain management, advanced monitoring techniques, and data-driven clinical prediction models. The lab investigates novel anesthetic strategies such as erector spinae plane blocks and carbohydrate loading to enhance postoperative recovery and reduce complications like nausea, vomiting, and emergence agitation. A central theme in the lab’s work is the application of machine learning and big data analytics to predict and prevent postoperative complications, including chronic low back pain and pulmonary aspiration risk. The lab also explores public health dynamics, such as vaccine sentiment during the COVID-19 pandemic, using social media analytics.

machine learningpostoperative painanesthesiaclinical prediction modelssocial media analytics

Research Overview

Papers
33
Total Citations
518
Papers (5y)
16
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
16total
2022
2023
2024
2025
2026
Citations per year (5y)
76total
20222023202420252026

Selected Papers

15
1
Article|95 citations·2020
Application of machine learning approaches for osteoporosis risk prediction in postmenopausal women
Jae‐Geum Shim, Dong Woo Kim, Kyoung‐Ho Ryu, Eun-Ah Cho, Jin Hee Ahn, Jeong-In Kim, Sung Hyun Lee
SJR Q1Archives of Osteoporosis
Orthopedics and Sports MedicineMedicine
2
Article|63 citations·2020
Evaluation of ultrasound-guided erector spinae plane block for postoperative management of video-assisted thoracoscopic surgery: a prospective, randomized, controlled clinical trial
Jae‐Geum Shim, Kyoung‐Ho Ryu, Pyoung On Kim, Eun-Ah Cho, Jin Hee Ahn, Ji-Eun Yeon, Sung Hyun Lee, Du–Young Kang
SJR Q2Journal of Thoracic DiseaseOA

A single preoperative injection of ESPB with ropivacaine may improve acute postoperative analgesia and emergence agitation in patients undergoing VATS.

SurgeryMedicine
3
Article|62 citations·2021
Text Mining Approaches to Analyze Public Sentiment Changes Regarding COVID-19 Vaccines on Social Media in Korea
Jae‐Geum Shim, Kyoung-Ho Ryu, Sung Hyun Lee, Eun-Ah Cho, Yoon Ju Lee, Jin Hee Ahn
SJR Q2International Journal of Environmental Research and Public HealthOA

The COVID-19 pandemic has affected the entire world, resulting in a tremendous change to people's lifestyles. We investigated the Korean public response to COVID-19 vaccines on social media from 23 February 2021 to 22 March 2021. We collected tweets related to COVID-19 vaccines using the Korean words for "coronavirus" and "vaccines" as keywords. A topic analysis was performed to interpret and classify the tweets, and a sentiment analysis was conducted to analyze public emotions displayed within

Sociology and Political ScienceSocial Sciences
4
Article|42 citations·2021
Gastric Ultrasound Assessing Gastric Emptying of Preoperative Carbohydrate Drinks: A Randomized Controlled Noninferiority Study
Eun-Ah Cho, Jin Young Huh, Sung Hyun Lee, Kyoung‐Ho Ryu, Jae‐Geum Shim, Yun-Byeong Cha, Mi Sung Kim, Taejong Song
SJR Q1Anesthesia & Analgesia

BACKGROUND: Tools for the evaluation of gastric emptying have evolved over time. The purpose of this study was to show that the risk of pulmonary aspiration is not increased with carbohydrate drink, by demonstrating that the gastric antral cross-sectional area (CSA) of the NO-NPO group is either equivalent to or less than that of the NPO (nil per os) group. METHODS: Sixty-four patients scheduled for elective laparoscopic benign gynecologic surgery were enrolled and randomly assigned to the NPO g

SurgeryMedicine
5
Article|37 citations·2021
Machine Learning Approaches to Predict Chronic Lower Back Pain in People Aged over 50 Years
Jae‐Geum Shim, Kyoung‐Ho Ryu, Eun-Ah Cho, Jin Hee Ahn, Hong Kyoon Kim, Yoon-Ju Lee, Sung Hyun Lee
SJR Q2MedicinaOA

Background and Objectives: Chronic lower back pain (LBP) is a common clinical disorder. The early identification of patients who will develop chronic LBP would help develop preventive measures and treatment. We aimed to develop machine learning models that can accurately predict the risk of chronic LBP. Materials and Methods: Data from the Sixth Korea National Health and Nutrition Examination Survey conducted in 2014 and 2015 (KNHANES VI-2, 3) were screened for selecting patients with chronic LB

PharmacologyMedicine
6
Article|32 citations·2016
The impact of a pulmonary recruitment maneuver to reduce post-laparoscopic shoulder pain: A randomized controlled trial
Kyoung Ho Ryu, Won‐Jun Choi, Jae‐Geum Shim, Taejong Song
SJR Q2European Journal of Obstetrics & Gynecology and Reproductive Biology
Pulmonary and Respiratory MedicineMedicine
7
Article|30 citations·2019
Comparison of single minimum dose administration of dexmedetomidine and midazolam for prevention of emergence delirium in children: a randomized controlled trial
Eun-Ah Cho, Yun-Byeong Cha, Jae‐Geum Shim, Jin Hee Ahn, Sung Hyun Lee, Kyoung‐Ho Ryu
SJR Q2Journal of Anesthesia
Critical Care and Intensive Care MedicineMedicine
8
Article|30 citations·2020
Comparison of vasodilatory properties between desflurane and sevoflurane using perfusion index: a randomised controlled trial
Kyoung‐Ho Ryu, Sung-Ha Hwang, Jae‐Geum Shim, Jin Hee Ahn, Eun-Ah Cho, Sung-Hyun Lee, Jae-Hoon Byun
SJR Q1British Journal of AnaesthesiaOA
Anesthesiology and Pain MedicineMedicine
9
Article|21 citations·2022
Machine learning for prediction of postoperative nausea and vomiting in patients with intravenous patient-controlled analgesia
Jae‐Geum Shim, Kyoung‐Ho Ryu, Eun-Ah Cho, Jin Hee Ahn, Yun Byeong, Goeun Lim, Sung Hyun Lee
SJR Q1PLoS ONEOA

BACKGROUND: Postoperative nausea and vomiting (PONV) is a still highly relevant problem and is known to be a distressing side effect in patients. The aim of this study was to develop a machine learning model to predict PONV up to 24 h with fentanyl-based intravenous patient-controlled analgesia (IV-PCA). METHODS: From July 2019 and July 2020, data from 2,149 patients who received fentanyl-based IV-PCA for analgesia after non-cardiac surgery under general anesthesia were applied to develop predic

SurgeryMedicine
10
Article|17 citations·2021
Machine learning model for predicting the optimal depth of tracheal tube insertion in pediatric patients: A retrospective cohort study
Jae‐Geum Shim, Kyoung‐Ho Ryu, Sung Hyun Lee, Eun-Ah Cho, Sungho Lee, Jin Hee Ahn
SJR Q1PLoS ONEOA

OBJECTIVE: To construct a prediction model for optimal tracheal tube depth in pediatric patients using machine learning. METHODS: Pediatric patients aged <7 years who received post-operative ventilation after undergoing surgery between January 2015 and December 2018 were investigated in this retrospective study. The optimal location of the tracheal tube was defined as the median of the distance between the upper margin of the first thoracic(T1) vertebral body and the lower margin of the third th

Pulmonary and Respiratory MedicineMedicine
11
Article|14 citations·2021
Gastric emptying of preoperative carbohydrate in elderly assessed using gastric ultrasonography
Jae Yong Jeong, Jin Hee Ahn, Jae‐Geum Shim, Sung Hyun Lee, Kyoung‐Ho Ryu, Sungho Lee, Eun-Ah Cho
SJR Q3MedicineOA

BACKGROUND: Preoperative carbohydrate loading enhances postoperative recovery and reduces patient discomfort. However, gastric emptying of liquids can be delayed in elderly populations. Therefore, this study aimed to evaluate the gastric emptying of 400 mL of a carbohydrate drink ingested 2 hours before surgery in elderly patients. METHODS: In this prospective, randomized controlled study, patients aged >65 years were allocated to either fast from midnight (nil per os [NPO] group, n = 29) or dri

SurgeryMedicine
12
Article|13 citations·2019
Novel Method for S1 Transforaminal Epidural Steroid Injection
Yoo Jung Park, Sung Hyun Lee, Kyoung‐Ho Ryu, Young-Kwon Kim, Jae‐Geum Shim, Hyo Won Lee, Young Hwan Kim
SJR Q2World Neurosurgery
Pathology and Forensic MedicineMedicine
13
Article|12 citations·2022
Oxygen reserve index guided fraction of inspired oxygen titration to reduce hyperoxemia during laparoscopic gastrectomy: A randomized controlled trial
Jin Hee Ahn, Jae‐Geum Shim, Jiyeon Park, Sung Hyun Lee, Kyoung-Ho Ryu, Eun-Ah Cho
SJR Q3MedicineOA

BACKGROUND: The usefulness of the oxygen reserve index (ORi) in reducing hyperoxemia remains unclear. We designed this study to investigate whether fraction of inspired oxygen (FiO2) adjustment under a combination of ORi and peripheral oxygen saturation (SpO2) guidance can reduce intraoperative hyperoxemia compared to SpO2 alone. METHODS: In this prospective, double-blind, randomized controlled study, we allocated patients scheduled for laparoscopic gastrectomy to the SpO2 group (FiO2 adjusted t

Pulmonary and Respiratory MedicineMedicine
14
Article|12 citations·2022
Application of the dynamic needle tip positioning method for ultrasound-guided arterial catheterization in elderly patients: A randomized controlled trial
Jae‐Geum Shim, Eun-Ah Cho, Tae-Ryun Gahng, Jiyeon Park, Eun Kyung Lee, Eun Jung Oh, Jin Hee Ahn
SJR Q1PLoS ONEOA

BACKGROUND: Arterial cannulation in elderly patients is difficult because of age-related morphological changes. Applying dynamic needle tip positioning (DNTP) that guides the catheter to position inside the vessel sufficiently may aid in successful cannulation. METHODS: This prospective study enrolled patients aged over 70 years, who were scheduled for elective surgery under general anaesthesia with arterial cannulation. The patients were randomly assigned to the DNTP (group D, n = 76) or the co

Pulmonary and Respiratory MedicineMedicine
15
Article|7 citations·2024
Comparative study on the impact of remimazolam and sevoflurane on quality of recovery after transurethral resection of bladder tumor: A randomized controlled noninferiority study
Kyoung Ho Ryu, Sung Hyun Lee, Jae‐Geum Shim, Jiyeon Park, Jin Hee Ahn, Suyong Jeon, Eun-Ah Cho
SJR Q3MedicineOA

BACKGROUND: Remimazolam is manifested by rapid action, hemodynamic stability, and fast recovery. Our study aimed to investigate whether the quality of recovery (QoR) after remimazolam anesthesia in patients undergoing transurethral resection of bladder tumor, which is predominantly performed in the elderly population, is not inferior to that after conventional anesthesia using sevoflurane. METHODS: Thirty-four patients were randomly allocated into either of group S (n = 17, receiving sevoflurane

Psychiatry and Mental healthMedicine

Research Areas

SurgeryPulmonary and Respiratory MedicineCritical Care and Intensive Care MedicineAnesthesiology and Pain MedicinePharmacologyCardiology and Cardiovascular Medicine

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