Simulation of Emergency Care Systems: A Taxonomy and Future Directions

Authors: Wei Lam, Sean Shao, Kumar, Ashish, Yuan, Guo, Dorosan, Michael, Hock Ong, Marcus Eng, Siddiqui, Fahad Javaid

Source: 2024 Winter Simulation Conference (WSC) Winter Simulation Conference (WSC), 2024. :882-893 Dec, 2024

Relation: 2024 Winter Simulation Conference (WSC)

FairFML: Fair Federated Machine Learning with a Case Study on Reducing Gender Disparities in Cardiac Arrest Outcome Prediction

Authors: Li, Siqi, Wu, Qiming, Li, Xin, Miao, Di, Hong, Chuan, Gu, Wenjun, Shang, Yuqing, Okada, Yohei, Chen, Michael Hao, Yan, Mengying, Ning, Yilin, Ong, Marcus Eng Hock, Liu, Nan

Subject Terms: Computer Science - Computers and Society, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.17269

Perceptions of Mobile Health Apps and Features to Support Psychosocial Well-being Among Frontline Health Care Workers Involved in the COVID-19 Pandemic Response: Qualitative Study

Authors: Yoon, Sungwon, Goh, Hendra, Nadarajan, Gayathri Devi, Sung, Sharon, Teo, Irene, Lee, Jungup, Ong, Marcus E H, Graves, Nicholas, Teo, Tess Lin

Source: Journal of Medical Internet Research, Vol 23, Iss 5, p e26282 (2021)

Subject Terms: Computer applications to medicine. Medical informatics, R858-859.7, Public aspects of medicine, RA1-1270

File Description: electronic resource

Relation: https://www.jmir.org/2021/5/e26282; https://doaj.org/toc/1438-8871

Access URL: https://doaj.org/article/223ac988eb024ad9a9682acd8598772b

AutoScore: A Machine Learning–Based Automatic Clinical Score Generator and Its Application to Mortality Prediction Using Electronic Health Records

Authors: Xie, Feng, Chakraborty, Bibhas, Ong, Marcus Eng Hock, Goldstein, Benjamin Alan, Liu, Nan

Source: JMIR Medical Informatics, Vol 8, Iss 10, p e21798 (2020)

Subject Terms: Computer applications to medicine. Medical informatics, R858-859.7

File Description: electronic resource

Relation: http://medinform.jmir.org/2020/10/e21798/; https://doaj.org/toc/2291-9694

Access URL: https://doaj.org/article/46bc7b61d3a142bb9416ad217e1e2467

Evaluating Safety and Efficacy of Follow-up for Patients With Abdominal Pain Using Video Consultation (SAVED Study): Randomized Controlled Trial

Authors: Gunasekeran, Dinesh Visva, Liu, Zhenghong, Tan, Win Jim, Koh, Joshua, Cheong, Chiu Peng, Tan, Lay Hong, Lau, Chee Siang, Phuah, Gaik Kheng, Manuel, Newsie Donnah A, Chia, Che Chong, Seng, Gek Siang, Tong, Nancy, Huin, May Hang, Dulce, Suzette Villaluna, Yap, Susan, Ponampalam, Kishanti, Ying, Hao, Ong, Marcus Eng Hock, Ponampalam, R

Source: Journal of Medical Internet Research, Vol 22, Iss 6, p e17417 (2020)

Subject Terms: Computer applications to medicine. Medical informatics, R858-859.7, Public aspects of medicine, RA1-1270

File Description: electronic resource

Relation: https://www.jmir.org/2020/6/e17417; https://doaj.org/toc/1438-8871

Access URL: https://doaj.org/article/bfb6f419dfb8458885cc63980948716a

Towards Clinical AI Fairness: Filling Gaps in the Puzzle

Authors: Liu, Mingxuan, Ning, Yilin, Teixayavong, Salinelat, Liu, Xiaoxuan, Mertens, Mayli, Shang, Yuqing, Li, Xin, Miao, Di, Xu, Jie, Ting, Daniel Shu Wei, Cheng, Lionel Tim-Ee, Ong, Jasmine Chiat Ling, Teo, Zhen Ling, Tan, Ting Fang, RaviChandran, Narrendar, Wang, Fei, Celi, Leo Anthony, Ong, Marcus Eng Hock, Liu, Nan

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2405.17921

Fairness-Aware Interpretable Modeling (FAIM) for Trustworthy Machine Learning in Healthcare

Authors: Liu, Mingxuan, Ning, Yilin, Ke, Yuhe, Shang, Yuqing, Chakraborty, Bibhas, Ong, Marcus Eng Hock, Vaughan, Roger, Liu, Nan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2403.05235

Developing Federated Time-to-Event Scores Using Heterogeneous Real-World Survival Data

Authors: Li, Siqi, Shang, Yuqing, Wang, Ziwen, Wu, Qiming, Hong, Chuan, Ning, Yilin, Miao, Di, Ong, Marcus Eng Hock, Chakraborty, Bibhas, Liu, Nan

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2403.05229

Survival modeling using deep learning, machine learning and statistical methods: A comparative analysis for predicting mortality after hospital admission

Authors: Wang, Ziwen, Lee, Jin Wee, Chakraborty, Tanujit, Ning, Yilin, Liu, Mingxuan, Xie, Feng, Ong, Marcus Eng Hock, Liu, Nan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2403.06999

Simulation-Based Analysis of Evacuation Elevator Allocation for a Multi-Level Hospital Emergency Department

Authors: Su, Boyi, Kwak, Jaeyoung, Pourghaderi, Ahmad Reza, Lees, Michael H., Tan, Kenneth B. K., Loo, Shin Yi, Chua, Ivan S. Y., Quah, Joy L. J., Cai, Wentong, Ong, Marcus E. H.

Source: 2022 Winter Simulation Conference (WSC) Winter Simulation Conference (WSC), 2022. :358-369 Dec, 2022

Relation: 2022 Winter Simulation Conference (WSC)

Federated Learning for Clinical Structured Data: A Benchmark Comparison of Engineering and Statistical Approaches

Authors: Li, Siqi, Miao, Di, Wu, Qiming, Hong, Chuan, D'Agostino, Danny, Li, Xin, Ning, Yilin, Shang, Yuqing, Fu, Huazhu, Ong, Marcus Eng Hock, Haddadi, Hamed, Liu, Nan

Source: Health Data Sci. 2024

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2311.03417

Generative Artificial Intelligence in Healthcare: Ethical Considerations and Assessment Checklist

Authors: Ning, Yilin, Teixayavong, Salinelat, Shang, Yuqing, Savulescu, Julian, Nagaraj, Vaishaanth, Miao, Di, Mertens, Mayli, Ting, Daniel Shu Wei, Ong, Jasmine Chiat Ling, Liu, Mingxuan, Cao, Jiuwen, Dunn, Michael, Vaughan, Roger, Ong, Marcus Eng Hock, Sung, Joseph Jao-Yiu, Topol, Eric J, Liu, Nan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2311.02107

Towards clinical AI fairness: A translational perspective

Authors: Liu, Mingxuan, Ning, Yilin, Teixayavong, Salinelat, Mertens, Mayli, Xu, Jie, Ting, Daniel Shu Wei, Cheng, Lionel Tim-Ee, Ong, Jasmine Chiat Ling, Teo, Zhen Ling, Tan, Ting Fang, Narrendar, Ravi Chandran, Wang, Fei, Celi, Leo Anthony, Ong, Marcus Eng Hock, Liu, Nan

Subject Terms: Computer Science - Computers and Society, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2304.13493

Federated and distributed learning applications for electronic health records and structured medical data: A scoping review

Authors: Li, Siqi, Liu, Pinyan, Nascimento, Gustavo G., Wang, Xinru, Leite, Fabio Renato Manzolli, Chakraborty, Bibhas, Hong, Chuan, Ning, Yilin, Xie, Feng, Teo, Zhen Ling, Ting, Daniel Shu Wei, Haddadi, Hamed, Ong, Marcus Eng Hock, Peres, Marco Aurélio, Liu, Nan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2304.07310

A roadmap to fair and trustworthy prediction model validation in healthcare

Authors: Ning, Yilin, Volovici, Victor, Ong, Marcus Eng Hock, Goldstein, Benjamin Alan, Liu, Nan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2304.03779

A Model-based Analysis of Evacuation Strategies in Hospital Emergency Departments

Authors: Su, Boyi, Kwak, Jaeyoung, Pourghaderi, Ahmad Reza, Lees, Michael H., Tan, Kenneth B. K., Loo, Shin Yi, Chua, Ivan S. Y., Quah, Joy L. J., Cai, Wentong, Ong, Marcus E. H.

Source: 2021 Winter Simulation Conference (WSC) Simulation Conference (WSC), 2021 Winter. :1-12 Dec, 2021

Relation: 2021 Winter Simulation Conference (WSC)

Recurrent Temporal Point Process Network for First and Repeated Clinical Events

Authors: Chan, Min Min, Yun Rui Lam, Amanda, Carmody, David, Hock Ong, Marcus Eng, Zou, Yingtian, Hsu, Wynne, Lee, Mong Li

Source: 2021 IEEE 33rd International Conference on Tools with Artificial Intelligence (ICTAI) ICTAI Tools with Artificial Intelligence (ICTAI), 2021 IEEE 33rd International Conference on. :153-160 Nov, 2021

Relation: 2021 IEEE 33rd International Conference on Tools with Artificial Intelligence (ICTAI)

FedScore: A privacy-preserving framework for federated scoring system development

Authors: Li, Siqi, Ning, Yilin, Ong, Marcus Eng Hock, Chakraborty, Bibhas, Hong, Chuan, Xie, Feng, Yuan, Han, Liu, Mingxuan, Buckland, Daniel M., Chen, Yong, Liu, Nan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2303.00282

Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniques

Authors: Liu, Mingxuan, Li, Siqi, Yuan, Han, Ong, Marcus Eng Hock, Ning, Yilin, Xie, Feng, Saffari, Seyed Ehsan, Volovici, Victor, Chakraborty, Bibhas, Liu, Nan

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2210.08258

Using evidence-based imaging referral guidelines to facilitate appropriate imaging: Are they all the same?

Authors: Tay, Yi Xiang ^{a, b, 1, 2, ⁎}, Foley, Shane J. ^a, Ong, Marcus EH ^{c, d}, Chen, Robert Chun ^{d, e, f}, Chan, Lai Peng ^{d, g}, Killeen, Ronan ^{h, i}, Tan, Eu Jin ^{d, g}, Mak, May San ^{d, g}, McNulty, Jonathan P. ^a

Source: In European Journal of Radiology February 2025 183