Updates & Openings

[2025.09] I have been promoted to Clinical Assistant Professor (임상교수) in the Office of Hospital Information at Seoul National University Hospital!

[2025.08] A new paper has been accepted for publication in the Journal of Clinical Anesthesia (SCIE, IF=5.1, JCR 2024 top 10.29%). "Associations of Driving Pressure and Mechanical Power with Postoperative Pulmonary Complications in One-lung Ventilated Surgery"

[2025.07] An Editorial in the British Journal of Anaesthesia has honorably mentioned our paper! https://doi.org/10.1016/j.bja.2025.06.016 

[2025.05] A new patent has been granted to the European Patent Office. "DEVICE AND METHOD FOR CALCULATING STROKE VOLUME USING AI", 21-759-740.0

[2025.04] A new paper has been accepted for publication in the Korean Journal of Anesthesiology (SCIE, IF=4.2, JCR 2023 top 14.06%). "Analysis and development of risk prediction models for chronic opioid use after surgery: a cohort study using the nationwide database"

[2025.03] A new paper has been accepted to the British Journal of Anaesthesia (SCIE, IF=9.1, JCR top 3.125%). "Effect of selection bias on the performance of deep learning-based intraoperative hypotension prediction model using real-world samples in a publicly available dataset"

[2025.01] A new paper has been accepted for publication in the Journal of the American Medical Informatics Association (SCIE, IF=4.7, JCR top 10.92%). "Development and validation of a multi-stage self-supervised learning model for optical coherence tomography image classification"

[2025.01] A new co-authored paper was accepted to Digital Health (SCIE, IF=2.9), "Prediction of reduced left ventricular ejection fraction using atrial fibrillation or flutter electrocardiograms: A machine-learning study."

[2024.11] A new co-authored paper was accepted to npj Digital Medicine (SCIE, IF=12.4, JCR top 1.15%). "Reinforcement learning model for optimizing dexmedetomidine dosing to prevent delirium in critically ill patients"

[2024.10] A new paper has been accepted to the Journal of Biomedical Engineering Research (의공학회지; KCI). "Development of a Guideline and Requirement Analysis Aligned with the R&D Process for Software as Medical Device Approval (소프트웨어 의료기기 허가심사를 위한 연구개발 프로세스 연계 요구사항 분석 및 가이드라인 개발" 

[2024.10] I've been appointed as an Adjunct Assistant Professor (겸임조교수) at the Seoul National University College of Medicine!

[2024.09] A new paper has been accepted for publication in the Journal of Critical Care (SCIE, IF = 3.2). "Feasibility of estimating tidal volume from electrocardiograph-derived respiration signal and respiration waveform "

[2024.08] I've been appointed as an Assistant Professor (진료조교수) at the Office of Hospital Information of Seoul National University Hospital!

[2024.05] I have been awarded a research grant (Sejong Science Fellowship) of the National Research Foundation of Korea!

[2024.05] A new paper was presented at the ICMHI 2024 conference. "Comparison of Self-Supervised Learning Methods for Optical Coherence Tomography Image Classification"

[2024.01] Our AI-based SaMD, APCONet, has been approved as a software medical device by the Ministry of Food and Drug Safety of Korea! (품목인증번호: 제인 24-113호)
(Press Article): https://www.dailymedi.com/news/news_view.php?wr_id=909531

[2024.01] A new co-authored paper was accepted for publication in EClinicalMedicine (SCIE, IF = 15.1, JCR top 8.28%). "Deep learning-based long-term risk evaluation of incident type 2 diabetes using electrocardiogram in a non-diabetic population: a retrospective, multicentre study"

[2023.11] A new co-authored paper was accepted for publication in npj Digital Medicine (SCIE, IF=15.2, JCR top 0.94%, rank #1). "Real-time machine learning model to predict in-hospital cardiac arrest using heart rate variability in ICU"

[2023.11] A new co-authored paper was accepted for publication in the Journal of the American Medical Informatics Association (SCIE, IF=6.4, JCR top 9.43%).  "Automatic segmentation of atrial fibrillation and flutter in single-lead electrocardiograms by self-supervised learning and Transformer architecture"

[2023.10] A new co-authored paper has been accepted for publication in Scientific Reports (SCIE, IF = 4.6). "Real-time dual prediction of intradialytic hypotension and hypertension using an explainable deep learning model"

[2023.03] Our team member (Seong-A Park) won the 2023 Excellence in Technology Award at the Society for Technology in Anesthesia (STA) 2023! "A Non-invasive Algorithm for Predicting Cardiac Output Using a Convolutional Neural Network"

[2023.02] A new co-authored paper was accepted for publication in PLoS One (SCIE, IF = 3.752). "Machine learning-based prediction of intraoperative hypoxemia for pediatric patients"

[2022.12] Our team won the First Runner-Up Award (top 3 among 21 selected teams) at the Singapore Healthcare AI Datathon & Expo (SHADE) 2022! "Development of an AI model for non-invasive prediction of cardiac output"

[2022.10] A new co-authored paper was accepted for publication in Anaesthesia (SCIE, IF=12.893, JCR top 1.47%, #1). "A deep learning model for predicting a difficult laryngoscopy based on a cervical spine lateral X-ray image"

[2022.06] A new paper was accepted to MICCAI 2022 (the top conference in the medical AI area). "Attention mechanisms for physiological signal deep learning: which attention should we take?"

[2022.05] A new co-authored review paper has been accepted for publication in the Korean Journal of Anesthesiology (SCIE, IF = 5.167). "Artificial intelligence in perioperative medicine: a narrative review"

[2021.12] Our team won 3rd Prize (ranked 4th among 57 teams) at the MAIC challenge! "CDM AI challenge: Forecasting AKI"

[2021.12] Our team won the Second Runner-Up Award (top 6 among 62 teams) at the Singapore Healthcare AI Datathon 2021! "AI model for Intraoperative Hypoxemia Prediction"

[2021.09] I've been appointed as Deputy Head of the Division of Medical Regulatory Affairs at Seoul National University Hospital.

[2021.08] A new paper has been accepted for publication in JMIR Medical Informatics (SCIE, IF = 3.231). "Development and validation of an arterial pressure-based cardiac output algorithm using a convolutional neural network: Retrospective study based on prospective registry data"

[2021.03] A new co-authored paper was accepted to European Radiology (SCIE, IF=7.034, JCR top 15%).  "Automatic Prediction of Left Cardiac Chamber Enlargement from Chest Radiographs using Convolutional Neural Network"

[2021.02] I've started work at Seoul National University Hospital as a Research Assistant Professor.