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Sang Il Lee

Sungkyunkwan University · Medicine

About the Lab

Professor Sang Il Lee's research lab focuses on advancing emergency medicine through innovative health informatics, machine learning, and clinical decision support systems. The lab explores machine learning applications in emergency care, including triage, risk stratification, medical imaging, and operational efficiency. It also investigates clinical interventions for high-acuity conditions such as anaphylaxis, delirium in older adults, and childhood asthma, emphasizing evidence-based prevention and management strategies. Additionally, the lab examines natural language processing and AI-driven tools to enhance clinical documentation and patient outcomes.

emergency medicinemachine learninghealth informaticsclinical decision supportdelirium prevention

Research Overview

Papers
272
Total Citations
3,621
Papers (5y)
61
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
61total
2022
2023
2024
2025
2026
Citations per year (5y)
531total
20222023202420252026

Selected Papers

15
1
Review|155 citations·2015
Time of Onset and Predictors of Biphasic Anaphylactic Reactions: A Systematic Review and Meta-analysis
Sangil Lee, Fernanda Bellolio, Erik P. Hess, Patricia J. Erwin, M. Hassan Murad, Ronna L. Campbell
SJR Q1The Journal of Allergy and Clinical Immunology In Practice
Immunology and AllergyMedicine
2
Article|141 citations·2016
Trends, characteristics, and incidence of anaphylaxis in 2001-2010: A population-based study
Sangil Lee, Erik P. Hess, Christine M. Lohse, Waqas I Gilani, Alanna M. Chamberlain, Ronna L. Campbell
SJR Q1Journal of Allergy and Clinical ImmunologyOA
Immunology and AllergyMedicine
3
Review|111 citations·2022
Artificial intelligence and machine learning in emergency medicine: a narrative review
Brianna Mueller, Takahiro Kinoshita, Alexander T. Peebles, Mark A Graber, Sangil Lee
Acute Medicine & SurgeryOA

AIM: The emergence and evolution of artificial intelligence (AI) has generated increasing interest in machine learning applications for health care. Specifically, researchers are grasping the potential of machine learning solutions to enhance the quality of care in emergency medicine. METHODS: We undertook a narrative review of published works on machine learning applications in emergency medicine and provide a synopsis of recent developments. RESULTS: This review describes fundamental concepts

Health InformaticsMedicine
4
Article|95 citations·2013
Antihypertensive medication use is associated with increased organ system involvement and hospitalization in emergency department patients with anaphylaxis
Sangil Lee, Erik P. Hess, David M. Nestler, Venkatesh R. Bellamkonda Athmaram, Fernanda Bellolio, Wyatt W. Decker, James T.C. Li, John B. Hagan, Veena Manivannan, Samuel C. Vukov, Ronna L. Campbell
SJR Q1Journal of Allergy and Clinical ImmunologyOA
Immunology and AllergyMedicine
5
Article|67 citations·2017
Further Evaluation of Factors That May Predict Biphasic Reactions in Emergency Department Anaphylaxis Patients
Sangil Lee, Alexa Peterson, Christine M. Lohse, Erik P. Hess, Ronna L. Campbell
SJR Q1The Journal of Allergy and Clinical Immunology In Practice
Immunology and AllergyMedicine
6
Article|60 citations·2014
Predictors of Biphasic Reactions in the Emergency Department for Patients With Anaphylaxis
Sangil Lee, Fernanda Bellolio, Erik P. Hess, Ronna L. Campbell
SJR Q1The Journal of Allergy and Clinical Immunology In Practice
Immunology and AllergyMedicine
7
Review|59 citations·2016
Update on biphasic anaphylaxis
Sangil Lee, Annie T. Sadosty, Ronna L. Campbell
SJR Q3Current Opinion in Allergy and Clinical Immunology

PURPOSE OF REVIEW: Biphasic anaphylaxis is a well documented complication of anaphylaxis, but it has been inconsistently defined in the literature. Analysis of contemporary studies of biphasic anaphylaxis based on modern definitions is needed. RECENT FINDINGS: The rate of biphasic reactions in contemporary literature ranges from 0.4 to 14.7% depending on the study population. Observational studies have reported risk factors associated with the development of biphasic reactions; however, findings

Immunology and AllergyMedicine
8
Review|57 citations·2022
Can we improve delirium prevention and treatment in the emergency department? A systematic review
Sangil Lee, Hao Chen, Seikei Hibino, Daniel G. Miller, Heather Healy, Jacques Lee, Glenn Arendts, Jin H. Han, Maura Kennedy, Christopher R. Carpenter
SJR Q1Journal of the American Geriatrics SocietyOA

Abstract Background This systematic review was conducted to evaluate any interventions to prevent incident delirium, or shorten the duration of prevalent delirium, in older adults presenting to the emergency department (ED). Methods Health sciences librarian designed electronic searches were conducted from database inception through September 2021. Two authors reviewed studies, and included studies that evaluated interventions for the prevention and/or treatment of delirium and excluded non‐ED s

Critical Care and Intensive Care MedicineMedicine
9
Article|54 citations·2008
Antihyperglycemic Effect of Fomitopsis pinicola Extracts in Streptozotocin-Induced Diabetic Rats
Sangil Lee, Jeong‐Sook Kim, Sung-hee Oh, Kun-Young Park, Hyun-Goo Lee, Soon‐Dong Kim
SJR Q3Journal of Medicinal Food

The antihyperglycemic effect of a water extract (WE) and an alkali extract (AE) of the Fomitopsis pinicola fruit body was studied in streptozotocin (STZ)-induced diabetic rats. The STZ-induced diabetes mellitus (DM) control group lost a significant amount of body weight, whereas the normal control group (NC) gained weight; however, the DM-AE group gained a significant amount of weight, with weight gain approaching normal. Feed intake by the DM-AE group was also similar to the NC group. The liver

Complementary and alternative medicineMedicine
10
Review|52 citations·2019
Machine Learning in Relation to Emergency Medicine Clinical and Operational Scenarios: An Overview
Sangil Lee, Nicholas M. Mohr, Wall Street, Prakash M. Nadkarni
SJR Q1Western Journal of Emergency MedicineOA

Health informatics is a vital technology that holds great promise in the healthcare setting. We describe two prominent health informatics tools relevant to emergency care, as well as the historical background and the current state of informatics. We also identify recent research findings and practice changes. The recent advances in machine learning and natural language processing (NLP) are a prominent development in health informatics overall and relevant in emergency medicine (EM). A basic comp

Artificial IntelligenceComputer Science
11
Review|49 citations·2019
Recognition, prevention, and treatment of delirium in emergency department: An evidence-based narrative review
Sangil Lee, Michael Gottlieb, Paul Mulhausen, Jason Wilbur, Heather Schacht Reisinger, Jin H. Han, Ryan M. Carnahan
SJR Q1The American Journal of Emergency Medicine
Critical Care and Intensive Care MedicineMedicine
12
Article|44 citations·2010
Prevalence of Childhood Asthma in Korea: International Study of Asthma and Allergies in Childhood
이상일

Childhood asthma is a major concern because it leads to more hospital visits and a heavy economic burden. Proper management and prevention strategies for childhood asthma must be based on correct evaluation of prevalence and risk factors for its development. In Korea, nationwide studies were conducted in 1995 and 2000 on students from 68 elementary schools (age, 6-12 years) and junior high schools (age, 12-15 years) by the Korean Academy of Pediatric Allergy and Respiratory Diseases. We used the

13
Article|41 citations·2011
A proposal: Atopic Dermatitis Organizer (ADO) guideline for children
Sangil Lee, Jihyun Kim, Youngshin Han, Kangmo Ahn
SJR Q2Asia Pacific AllergyOA

Atopic dermatitis (AD) is the most common chronic inflammatory skin disorder in children, with a worldwide cumulative prevalence in children of 8-20%. The number of AD patients is beyond the level that can be dealt with at clinics and it is time to make an effort to reduce the number of AD patients in the community. Thus, caregivers and all persons involved with AD management, including health care providers, educators, technologists and medical policy makers, should understand the development a

DermatologyMedicine
14
Article|38 citations·2021
Emergency psychiatric assessment, treatment, and healing (EmPATH) unit decreases hospital admission for patients presenting with suicidal ideation in rural America
Allison K. Kim, J. Priyanka Vakkalanka, Paul Van Heukelom, Jodi Tate, Sangil Lee
SJR Q1Academic Emergency MedicineOA

OBJECTIVES: The objective was to evaluate the impact of an emergency psychiatric assessment, treatment, and healing (EmPATH) unit in the emergency department (ED) on hospital admissions, ED length of stay, and 30-day follow-up for patients presenting with suicidal ideation or attempt. METHODS: This study was a before-and-after analysis of introducing the EmPATH unit within a Midwestern academic medical center on outcomes of adult patients (≥18 years) presenting with suicidal ideation or suicidal

Clinical PsychologyPsychology
15
Review|30 citations·2023
Delirium and Delirium Prevention in the Emergency Department
Sangil Lee, Matthew A. Howard, Jin H. Han
SJR Q2Clinics in Geriatric MedicineOA
Critical Care and Intensive Care MedicineMedicine

Research Areas

Critical Care and Intensive Care MedicinePublic Health, Environmental and Occupational HealthImmunology and AllergyEmergency MedicineGeneral Health ProfessionsHealth Informatics

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