Author Page for Jasmine Chiat Ling Ong

Development and Testing of Retrieval Augmented Generation in Large Language Models

Number of pages: 27 Posted: 09 Feb 2024

Yu He Ke, Liyuan Jin, Kabilan Elangovan, Hairil Abdullah, Nan Liu, Alex Tiong Heng Sia, Chai Rick Soh, Joshua Yi Min Tung, Jasmine Chiat Ling Ong and Daniel Shu Wei Ting

National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Duke-NUS Medical School, Singapore National Eye Centre, National University of Singapore (NUS) - Singapore General Hospital, Duke-National University of Singapore Medical School - Centre for Quantitative Medicine, National University of Singapore (NUS) - Duke-NUS Medical School, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital and Singapore National Eye Centre - Artificial Intelligence for Ophthalmology

Downloads 422 (172,704)

Citation 16

Abstract:

2.

AI-Induced Never-Skilling: A Precautionary Framework for Preserving Clinical Competency in Medical Education

Number of pages: 23 Posted: 05 Feb 2026

Yuhe Ke, Jin Liyuan, Jasmine Chiat Ling Ong, Arun Thirunavukarasu, Josip Car, Carol Y. Cheung, Yih Chung Tham, Daniel Shu Wei Ting, Marcus Eng Hock Ong, Scott Compton, Aditee Narayan, Pearse Keane, Tien Yin Wong, David Bates, Patrick Tan and Nan Liu

National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Duke-NUS Medical School, National University of Singapore (NUS) - Singapore General Hospital, London School of Hygiene and Tropical Medicine, Imperial College London - Department of Primary Care and Public Health, The Chinese University of Hong Kong (CUHK) - Department of Ophthalmology and Visual Sciences, Singapore National Eye Centre, Singapore National Eye Centre - Artificial Intelligence for Ophthalmology, National University of Singapore (NUS) - Health Services and Systems Research, Duke-NUS Medical School, Duke University, Government of the United Kingdom - Moorfields Eye Hospital, Tsinghua University, Harvard University - Brigham and Women’s Hospital, Duke-NUS Medical School - Program in Cancer and Stem Cell Biology and Duke-National University of Singapore Medical School - Centre for Quantitative Medicine

Downloads 260 (337,699)

Abstract:

3.

Bias and Equity in LLM Applications for Healthcare: A Scoping Review

Number of pages: 27 Posted: 12 Jan 2026

Jingchi Liao, Huitao Li, Rui Yang, Sabarinath Vinod Nair, Wentao Zhu, Jonathan Chong Kai Liew, Peiyu Zhang, Mingxuan Liu, Yilin Ning, Kabilan Elangovan, Yu He Ke, Chuan Hong, Jasmine Chiat Ling Ong, Qingyu Chen, Emily Alsentzer, Danielle Sara Bitterman, Daniel Shu Wei Ting and Nan Liu

National University of Singapore (NUS) - Duke-NUS Medical school, Duke-NUS Medical School, Duke-NUS Medical School, National University of Singapore (NUS), National University of Singapore (NUS), University of Pennsylvania, National University of Singapore (NUS), National University of Singapore (NUS) - Duke-NUS Medical School, National University of Singapore (NUS) - Duke-NUS Medical School, Singapore National Eye Centre, National University of Singapore (NUS) - Singapore General Hospital, Duke University - Department of Biostatistics and Bioinformatics, National University of Singapore (NUS) - Singapore General Hospital, Yale University, Stanford University, Harvard University - Brigham and Women's Hospital, Singapore National Eye Centre - Artificial Intelligence for Ophthalmology and Duke-National University of Singapore Medical School - Centre for Quantitative Medicine

Downloads 215 (368,123)

Abstract:

4.

Ambient Digital Scribes in Healthcare

Number of pages: 38 Posted: 26 Nov 2025

Yu He Ke, Jonathan Chong Kai Liew, Charles Yap, Yilin Ning, Rui Yang, Liyuan Jin, Huitao Li, Nicolás Lescano, Chuan Hong, Joshua Wesley Ohde, Jasmine Chiat Ling Ong, Siqi Ge, Sabarinath Vinod Nair, Su-Yen Goh, Lian Leng Low, Daniel Shu Wei Ting, Marcus Eng Hock Ong, Ross Koppel and Nan Liu

National University of Singapore (NUS) - Singapore General Hospital, University of Pennsylvania, National Heart Centre Singapore, National University of Singapore (NUS) - Centre for Quantitative Medicine, Duke-NUS Medical School, National University of Singapore (NUS) - Duke-NUS Medical School, Duke-NUS Medical School, University of Pennsylvania, Duke University - Department of Biostatistics and Bioinformatics, Mayo Clinic College of Medicine and Science, National University of Singapore (NUS) - Singapore General Hospital, Duke-NUS Medical School, National University of Singapore (NUS), National University of Singapore (NUS) - Singapore General Hospital, Singapore Health Services, Singapore National Eye Centre - Artificial Intelligence for Ophthalmology, National University of Singapore (NUS) - Health Services and Systems Research, University of Pennsylvania and Duke-National University of Singapore Medical School - Centre for Quantitative Medicine

Downloads 197 (397,477)

Abstract:

5.

Retrieval Augmented Generation for 10 Large Language Models and its Generalizability in Assessing Medical Fitness

Number of pages: 45 Posted: 02 Jul 2024

Yu He Ke, Liyuan Jin, Kabilan Elangovan, Hairil Abdullah, Nan Liu, Alex Tiong Heng Sia, Chai Rick Soh, Joshua Yi Min Tung, Jasmine Chiat Ling Ong, Chang-Fu Kuo, Shao-Chun Wu, Vesela P. Kovacheva and Daniel Shu Wei Ting

National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Duke-NUS Medical School, Singapore National Eye Centre, National University of Singapore (NUS) - Singapore General Hospital, Duke-National University of Singapore Medical School - Centre for Quantitative Medicine, National University of Singapore (NUS) - Duke-NUS Medical School, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, Chang Gung University - Chang Gung Memorial Hospital, Chang Gung University - Chang Gung Memorial Hospital, Harvard University - Harvard Medical School and Singapore National Eye Centre - Artificial Intelligence for Ophthalmology

Downloads 163 (459,428)

Citation 2

Abstract:

6.

How Can Artificial Intelligence Transform the Training of Medical Students and Physicians?

Number of pages: 16 Posted: 16 Apr 2025

Yilin Ning, Jasmine Chiat Ling Ong, Haoran Cheng, Haibo Wang, Daniel S. W. Ting, Yih Chung Tham, Tien Yin Wong and Nan Liu

National University of Singapore (NUS) - Centre for Quantitative Medicine, National University of Singapore (NUS) - Singapore General Hospital, Duke-NUS Medical School, Sun Yat-Sen University (SYSU), First Affiliated Hospital, Clinical Trial Unit, Singapore National Eye Centre - Visual Neuroscience Group, Singapore National Eye Centre, Singapore National Eye Centre - Singapore Eye Research Institute and Duke-National University of Singapore Medical School - Centre for Quantitative Medicine

Downloads 111 (645,052)

Abstract:

7.

Large Language Model as Clinical Decision Support System Augments Medication Safety in 16 Clinical Specialties

Number of pages: 41 Posted: 21 Jan 2025

Jasmine Chiat Ling Ong, Jin Liyuan, Kabilan Elangovan, Gilbert Yong San Lim, Daniel Yan Zheng Lim, Gerald Gui Ren Sng, Ke Yu He, Joshua Yi Min Tung, Ryan Jian Zhong, Christopher Ming Yao Koh, Keane Zhi Hao Lee, Xiang Chen, Jack Kian Ch’ng, Aung Than, Ken Junyang Goh, Chuan Poh Lim, Tat Ming Ng, Nan Liu, Daniel Shu Wei Ting and Sneak Peek Administrator

National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Duke-NUS Medical School, Singapore National Eye Centre, Singapore National Eye Centre, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, Tan Tock Seng Hospital, Duke-National University of Singapore Medical School - Centre for Quantitative Medicine, Singapore National Eye Centre - Artificial Intelligence for Ophthalmology and Independent

Downloads 62 (942,565)

Citation 1

Abstract:

8.

Enabling Equitable Global Health AI with Privacy-Enhancing Technologies

Number of pages: 26 Posted: 26 May 2026

National University of Singapore (NUS) - Duke-NUS Medical School-Centre for Quantitative Medicine, Vanderbilt University - Medical Center, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Centre for Quantitative Medicine, National University of Singapore (NUS) - Centre for Quantitative Medicine, National University of Singapore (NUS) - Centre for Quantitative Medicine, National University of Singapore (NUS) - Centre for Quantitative Medicine, Singapore Health Services, SingHealth Duke-NUS Global Health Institute, Duke Kunshan University, Singapore Health Services, The SingHealth Duke-NUS Global Health Institute (SDGHI), National University of Singapore (NUS) - Centre for Quantitative Medicine, College of Family Physicians Singapore, National University of Singapore (NUS) - Health Services and Systems Research, National University of Singapore (NUS), Duke-NUS Graduate Medical School Singapore, Cardiovascular and Metabolic Disorders (CVMD), National Cancer Centre Singapore, University of Adelaide, National University of Singapore (NUS) - Centre for Quantitative Medicine, University of Minnesota - Minneapolis, Duke Kunshan University, Singapore National Eye Centre - Artificial Intelligence for Ophthalmology, University of Birmingham, Government of the United Kingdom - NIHR Biomedical Research Centre for Ophthalmology, Vanderbilt University and Duke-National University of Singapore Medical School - Centre for Quantitative Medicine

Downloads 50 (1,263,436)

Abstract:

9.

A Proposed S.C.O.R.E. Evaluation Framework for Large Language Models – Safety, Consensus & Context, Objectivity, Reproducibility and Explainability

Number of pages: 22 Posted: 22 Nov 2024

Ting Fang Tan, Kabilan Elangovan, Jasmine Chiat Ling Ong, Aaron Lee, Nigam H. Shah, Joseph J. Y. Sung, Tien Yin Wong, Xue Lan, Nan Liu, Haibo Wang, Chang-Fu Kuo, Simon Chesterman, Zee Kin Yeong, Daniel Shu Wei Ting and Sneak Peek Administrator

Singapore National Eye Centre, Singapore National Eye Centre, National University of Singapore (NUS) - Singapore General Hospital, University of Washington, Stanford University - Center for Biomedical Informatics Research, Nanyang Technological University (NTU) - Lee Kong Chian School of Medicine, Singapore National Eye Centre - Singapore Eye Research Institute, Tsinghua University, Duke-National University of Singapore Medical School - Centre for Quantitative Medicine, Sun Yat-Sen University (SYSU), First Affiliated Hospital, Clinical Trial Unit, Chang Gung University - Chang Gung Memorial Hospital, National University of Singapore (NUS) - Faculty of Law, Singapore Academy of Law, Singapore National Eye Centre - Artificial Intelligence for Ophthalmology and Independent

Downloads 47 (1,097,529)

Citation 63

Abstract:

10.

A Proposed S.C.O.R.E. Evaluation Framework for Large Language Models Open-ended Responses – Safety, Consensus & Context, Objectivity, Reproducibility and Explainability

Number of pages: 29 Posted: 01 Oct 2025

Ting Fang Tan, Kabilan Elangovan, Jasmine Chiat Ling Ong, Yuhe Ke, Aaron Lee, Nigam H. Shah, Joseph J. Y. Sung, Tien Yin Wong, Lan Xue, Nan Liu, Haibo Wang, Chang-Fu Kuo, Simon Chesterman, Zee Kin Yeong, Daniel Shu Wei Ting and Sneak Peek Administrator

Singapore National Eye Centre, Singapore National Eye Centre, National University of Singapore (NUS) - Singapore General Hospital, National University of Singapore (NUS) - Singapore General Hospital, University of Washington, Stanford University - Center for Biomedical Informatics Research, Nanyang Technological University (NTU) - Lee Kong Chian School of Medicine, Singapore National Eye Centre - Singapore Eye Research Institute, Tsinghua University, Duke-National University of Singapore Medical School - Centre for Quantitative Medicine, Sun Yat-sen University (SYSU), Chang Gung University - Chang Gung Memorial Hospital, National University of Singapore (NUS) - Faculty of Law, Singapore Academy of Law, Singapore National Eye Centre - Artificial Intelligence for Ophthalmology and Independent

Downloads 43 (1,145,425)

Jasmine Chiat Ling Ong

National University of Singapore (NUS) - Singapore General Hospital

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Scholarly Papers (10)

Development and Testing of Retrieval Augmented Generation in Large Language Models

Abstract:

AI-Induced Never-Skilling: A Precautionary Framework for Preserving Clinical Competency in Medical Education

Abstract:

Bias and Equity in LLM Applications for Healthcare: A Scoping Review

Abstract:

Ambient Digital Scribes in Healthcare

Abstract:

Retrieval Augmented Generation for 10 Large Language Models and its Generalizability in Assessing Medical Fitness

Abstract:

How Can Artificial Intelligence Transform the Training of Medical Students and Physicians?

Abstract:

Large Language Model as Clinical Decision Support System Augments Medication Safety in 16 Clinical Specialties

Abstract:

Enabling Equitable Global Health AI with Privacy-Enhancing Technologies

Abstract:

A Proposed S.C.O.R.E. Evaluation Framework for Large Language Models – Safety, Consensus & Context, Objectivity, Reproducibility and Explainability

Abstract:

A Proposed S.C.O.R.E. Evaluation Framework for Large Language Models Open-ended Responses – Safety, Consensus & Context, Objectivity, Reproducibility and Explainability

Abstract: