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Won Ho Kim

Seoul National University · 医学

研究室紹介

Professor Won Ho Kim's research lab specializes in clinical predictive modeling and biomarker discovery, with a focus on improving outcomes in surgical and critical care settings. The lab applies advanced machine learning techniques to predict postoperative complications such as acute kidney injury in liver and cardiac surgery patients, integrating clinical, anesthetic, and surgical variables for enhanced risk stratification. Additionally, the lab investigates molecular markers in gastrointestinal cancers, particularly the prognostic significance of MET gene and protein expression in gastric carcinoma. The research emphasizes translational applications, from developing diagnostic criteria for rare diseases like intestinal Behçet’s disease to refining pathological and genomic assessments for personalized medicine.

acute kidney injurymachine learningpredictive modelinggastric cancerdiagnostic criteria

Research Overview

Papers
406
Total Citations
22,076
Papers (5y)
24
Primary Field
医学

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
24total
2021
2022
2023
2024
2025
Citations per year (5y)
646total
20212022202320242025

Selected Papers

15
1
Article|446 citations·2009
On social Web sites
Won Ho Kim, Ok‐Ran Jeong, Sangwon Lee
SJR Q1Information Systems
Sociology and Political ScienceSocial Sciences
2
Article|284 citations·2006
Risk Factors for Immediate Postpolypectomy Bleeding of the Colon: A Multicenter Study
Hyun S. Kim, Tae Il Kim, Won Ho Kim, Young Ho Kim, Hyo J. Kim, Suk‐Kyun Yang, Seung‐Jae Myung, Jeong‐Sik Byeon, Moon S. Lee, Il‐Kwun Chung, Sung-Ae Jung, Yoon Tae Jeen
SJR Q1The American Journal of GastroenterologyOA

Nine factors have been found to be associated with IPPB and polypectomy should be undertaken with caution under these conditions.

Pulmonary and Respiratory MedicineMedicine
3
Article|225 citations·2000
Factors affecting insertion time and patient discomfort during colonoscopy
Won Ho Kim, Young Jun Cho, Jeong Youp Park, Pil‐Ki Min, Jin Kyung Kang, In Suh Park
SJR Q1Gastrointestinal EndoscopyOA
OncologyMedicine
4
Article|207 citations·2010
The dark side of the Internet: Attacks, costs and responses
Won Ho Kim, Ok‐Ran Jeong, Chulyun Kim, Jungmin So
SJR Q1Information Systems
Information SystemsComputer Science
5
Article|203 citations·2018
Prediction of Acute Kidney Injury after Liver Transplantation: Machine Learning Approaches vs. Logistic Regression Model
Hyung‐Chul Lee, Soo Bin Yoon, Seong Mi Yang, Won Ho Kim, Ho Geol Ryu, Chul-Woo Jung, Kyung‐Suk Suh, Kook Hyun Lee
SJR Q1Journal of Clinical MedicineOA

Acute kidney injury (AKI) after liver transplantation has been reported to be associated with increased mortality. Recently, machine learning approaches were reported to have better predictive ability than the classic statistical analysis. We compared the performance of machine learning approaches with that of logistic regression analysis to predict AKI after liver transplantation. We reviewed 1211 patients and preoperative and intraoperative anesthesia and surgery-related variables were obtaine

SurgeryMedicine
6
Article|196 citations·2018
Derivation and Validation of Machine Learning Approaches to Predict Acute Kidney Injury after Cardiac Surgery
Hyung‐Chul Lee, Hyun‐Kyu Yoon, Karam Nam, Youn Joung Cho, Tae Kyong Kim, Won Ho Kim, Jae-Hyon Bahk
SJR Q1Journal of Clinical MedicineOA

Machine learning approaches were introduced for better or comparable predictive ability than statistical analysis to predict postoperative outcomes. We sought to compare the performance of machine learning approaches with that of logistic regression analysis to predict acute kidney injury after cardiac surgery. We retrospectively reviewed 2010 patients who underwent open heart surgery and thoracic aortic surgery. Baseline medical condition, intraoperative anesthesia, and surgery-related data wer

Cardiology and Cardiovascular MedicineMedicine
7
Article|181 citations·2011
Neck circumference to thyromental distance ratio: a new predictor of difficult intubation in obese patients
Won Ho Kim, H.J. Ahn, C.J. Lee, Byung Seop Shin, Justin Sangwook Ko, S.J. Choi, Seung-Ah Ryu
SJR Q1British Journal of AnaesthesiaOA
Anesthesiology and Pain MedicineMedicine
8
Article|178 citations·2012
MET in gastric carcinomas: comparison between protein expression and gene copy number and impact on clinical outcome
Heeji Lee, Min‐Sun Kim, Hye Seung Lee, E-J Jung, H-K Yang, B. L. Lee, Y-J. Bang, Won Ho Kim
SJR Q1British Journal of CancerOA

BACKGROUND: The aim of this study was to compare gene copy number (GCN) and protein expression of MET and to evaluate their prognostic roles in gastric carcinomas. METHODS: MET protein expression and gene amplification (GA) status were determined by immunohistochemistry (IHC) and silver in-situ hybridisation (SISH), respectively, in a large series of gastric carcinoma. RESULTS: Protein overexpression was observed in 104 of 438 cases, with IHC 2+ in 94 and IHC 3+ in 10, and high polysomy of chrom

HepatologyMedicine
9
other|165 citations·1989
Indexing techniques for object-oriented databases
Won Ho Kim, Kyung-Chang Kim, Alfred G. Dale

No abstract available.

Signal ProcessingComputer Science
10
Article|144 citations·2009
Development and Validation of Novel Diagnostic Criteria for Intestinal Behçet's Disease in Korean Patients With Ileocolonic Ulcers
Jae Hee Cheon, Eun Soo Kim, Sung Jae Shin, Tae Il Kim, Kang‐Moon Lee, Sang Woo Kim, Joo Sung Kim, You Sun Kim, Chang Hwan Choi, Byong Duk Ye, Suk‐Kyun Yang, Eun Hee Choi
SJR Q1The American Journal of GastroenterologyOA

OBJECTIVES: It is difficult to diagnose intestinal Behçet's disease (BD) due to various extraintestinal manifestations emerging at different time points in the disease course and a lack of reliable diagnostic criteria. We conducted this study to develop and validate novel diagnostic criteria for intestinal BD. METHODS: Experts from three universities generated the preliminary diagnostic criteria for intestinal BD, and a consensus was reached using a modified Delphi method with 13 gastroenterolog

OphthalmologyMedicine
11
Article|141 citations·2009
Adoption issues for cloud computing
Won Ho Kim, Soo Dong Kim, Eunseok Lee, Sungyoung Lee

Cloud computing allows users to use only a Web browser to receive computing services via the Internet. Users only need to pay for the services they actually use. It appears that a wide adoption of cloud computing in the foreseeable future is inevitable, and its adoption will bring about a sea change in the pricing and distribution practices for both software and hardware. There are, however, various issues that will impede adoption of cloud computing. Most of them can be solved. We discuss the s

Information SystemsComputer Science
12
Article|131 citations·2016
Risk Factors for Acute Kidney Injury after Congenital Cardiac Surgery in Infants and Children: A Retrospective Observational Study
Sun-Kyung Park, Min Hur, Eun‐Hee Kim, Won Ho Kim, Jung Bo Park, Youngwon Kim, Ji‐Hyuk Yang, Tae-Gook Jun, Chung Su Kim
SJR Q1PLoS ONEOA

Acute kidney injury (AKI) after pediatric cardiac surgery is associated with high morbidity and mortality. Modifiable risk factors for postoperative AKI including perioperative anesthesia-related parameters were assessed. The authors conducted a single-center, retrospective cohort study of 220 patients (aged 10 days to 19 years) who underwent congenital cardiac surgery between January and December 2012. The incidence of AKI within 7 days postoperatively was determined using the Kidney Disease: I

NephrologyMedicine
13
Article|116 citations·2011
The differential impact of microsatellite instability as a marker of prognosis and tumour response between colon cancer and rectal cancer
Sung Pil Hong, Byung So Min, Tae Il Kim, Jae Hee Cheon, Nam Kyu Kim, Hoguen Kim, Won Ho Kim
SJR Q1European Journal of Cancer
Pathology and Forensic MedicineMedicine
14
Review|113 citations·2016
Comparison of Supraclavicular and Infraclavicular Brachial Plexus Block: A Systemic Review of Randomized Controlled Trials
Sun-Kyung Park, Su‐Young Lee, Won Ho Kim, Han-Seul Park, Young‐Jin Lim, Jae-Hyon Bahk
SJR Q1Anesthesia & Analgesia

BACKGROUND: Supraclavicular (SC) and infraclavicular (IC) brachial plexus block (BPB) are commonly used for upper extremity surgery. Recent clinical studies have compared the effect of SC- and IC-BPB, but there have been controversies over spread of sensory blockade in each of the 4 peripheral nerve branches of brachial plexus. METHODS: This study included a systemic review, using the Medline and EMBASE database from their inceptions through March 2016. Randomized controlled trials (RCTs) compar

SurgeryMedicine
15
Article|96 citations·1998
Heat and fluid flow in pulsed current GTA weld pool
Won Ho Kim, S.-J. Na
SJR Q1International Journal of Heat and Mass Transfer
Mechanical EngineeringEngineering

Research Areas

GeneticsOncologySurgeryOphthalmologyPulmonary and Respiratory MedicineMolecular Biology

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