AI/ML in Precision Medicine: A Look Beyond the Hype

被引:0
|
作者
Zhiheng Xu
Bipasa Biswas
Lin Li
Billy Amzal
机构
[1] U.S. Food and Drug Administration,
[2] PharmaLex,undefined
[3] Inc,undefined
[4] Quinten Health,undefined
[5] Inc,undefined
关键词
AI; ML; Precision medicine; Bias; Data quality;
D O I
暂无
中图分类号
学科分类号
摘要
Artificial Intelligence (AI) and Machine Learning (ML) are making headlines in medical research, especially in drug discovery, digital imaging, disease diagnostics, genetic testing, and optimal care pathway (personalized care). However, the potential uses and benefits of AI/ML applications need to be distinguished from hype. In the 2022 American Statistical Association Biopharmaceutical Section Regulatory-Industry Statistical Workshop, we convened a panel of experts from FDA and industry to talk about the challenges of successfully applying AI/ML in precision medicine and how to overcome those challenges. This paper provides a summary and expansion on the topics discussed in the panel: the application of AI/ML, bias, and data quality.
引用
收藏
页码:957 / 962
页数:5
相关论文
共 50 条
  • [41] The consequences of AI hype
    Kevin LaGrandeur
    AI and Ethics, 2024, 4 (3): : 653 - 656
  • [42] Beyond the Hype
    Andrew Feenberg
    Foundations of Science, 2017, 22 : 381 - 383
  • [43] Beyond the hype
    Lionel Mason
    Nature Physics, 2008, 4 (6) : 433 - 434
  • [44] Beyond the Hype
    Feenberg, Andrew
    FOUNDATIONS OF SCIENCE, 2017, 22 (02) : 381 - 383
  • [45] The AI Hype Index
    不详
    MIT TECHNOLOGY REVIEW, 2024, 127 (06): : 88 - 88
  • [46] Anthropomorphism and AI hype
    Nicholas Barrow
    AI and Ethics, 2024, 4 (3): : 707 - 711
  • [47] Beyond the hype: A critical look at the motivations driving automated driving systems research
    Almlof, Erik
    TRANSPORTATION RESEARCH INTERDISCIPLINARY PERSPECTIVES, 2024, 24
  • [48] Generative AI Beyond the Hype-New Technologies in the Face of Organizing and Organizations
    Kronblad, Charlotta
    Jonsson, Anna
    Pemer, Frida
    JOURNAL OF APPLIED BEHAVIORAL SCIENCE, 2024, 60 (04): : 623 - 630
  • [49] Beyond Genes and Molecules - A Precision Delivery Initiative for Precision Medicine
    Parikh, Ravi B.
    Schwartz, J. Sanford
    Navathe, Amol S.
    NEW ENGLAND JOURNAL OF MEDICINE, 2017, 376 (17): : 1609 - 1612
  • [50] Personalized medicine meets artificial intelligence: beyond "hype", towards the metaverse
    Wahyudi, Eko
    Windianto, Nur Eko
    Ananda, Gheri Febri
    Solaeman, Achmad
    Setiawan, Wisnu
    INFORMATICS FOR HEALTH & SOCIAL CARE, 2024, 49 (02): : 149 - 152