Current Appointments & Affiliations
Adjunct Associate Professor in Biostatistics & Bioinformatics
·
2025 - Present
Biostatistics & Bioinformatics, Division of Translational Biomedical,
Biostatistics & Bioinformatics
Recent Publications
Barriers and opportunities of scaling ambient AI scribes for clinical documentation across diverse healthcare settings.
Journal Article NPJ Digit Med · March 23, 2026 Ambient AI scribes are reshaping clinical documentation and clinician-patient interactions. These tools were initially tested in low-acuity ambulatory settings. However, their deployment in diverse care settings raises new challenges. This perspective exam ... Full text Link to item CiteInnovating global regulatory frameworks for generative AI in medical devices is an urgent priority.
Journal Article NPJ Digit Med · March 19, 2026 The integration of generative AI (GenAI) and large language models (LLMs) in healthcare presents both unprecedented opportunities and challenges, necessitating innovative regulatory approaches. In this perspective, we discuss the risks of GenAI and LLM-bas ... Full text Link to item CitePRIMARY-AI: outcomes-based standards to safeguard primary care in the AI era.
Journal Article Nat Med · March 2026 Full text Link to item CiteEducation
Nanyang Technological University (Singapore) ·
2010
Ph.D.