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Synthetic Data in Research and Healthcare - On Tech Ethics
Manage episode 448644972 series 3440731
CITI Program에서 제공하는 콘텐츠입니다. 에피소드, 그래픽, 팟캐스트 설명을 포함한 모든 팟캐스트 콘텐츠는 CITI Program 또는 해당 팟캐스트 플랫폼 파트너가 직접 업로드하고 제공합니다. 누군가가 귀하의 허락 없이 귀하의 저작물을 사용하고 있다고 생각되는 경우 여기에 설명된 절차를 따르실 수 있습니다 https://ko.player.fm/legal.
Discusses the use of synthetic data in research and healthcare.
Our guest today is Dennis L. Shung, MD, MHS, PhD, an Assistant Professor of Medicine at Yale School of Medicine and Director of Digital Health in Digestive Diseases. He leads the Human+Artificial Intelligence in Medicine lab, which focuses on enhancing human presence with AI. Dennis is also involved in multiple gastroenterology AI initiatives and research.
Additional resources:
- NSF Program Solicitation on Mathematical Foundations of Digital Twins: https://new.nsf.gov/funding/opportunities/math-dt-mathematical-foundations-digital-twins/nsf24-559/solicitation
- AI models collapse when trained on recursively generated data: https://www.nature.com/articles/s41586-024-07566-y
- Synthetic data in machine learning for medicine and healthcare: https://www.nature.com/articles/s41551-021-00751-8
- Synthetic data in medical research: https://bmjmedicine.bmj.com/content/1/1/e000167
- Harnessing the power of synthetic data in healthcare: innovation, application, and privacy: https://www.nature.com/articles/s41746-023-00927-3
- Essentials of Responsible AI: https://about.citiprogram.org/course/essentials-of-responsible-ai
- Big Data and Data Science Research Ethics: https://about.citiprogram.org/course/big-data-and-data-science-research-ethics/
26 에피소드
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