Unveiling Recent Trends in Biomedical Artificial Intelligence Research: Analysis of Top-Cited Papers

被引:0
|
作者
Glicksberg, Benjamin S. [1 ,2 ]
Klang, Eyal [2 ,3 ]
机构
[1] Icahn Sch Med Mt Sinai, Hasso Plattner Inst Digital Hlth Mt Sinai, New York, NY 10029 USA
[2] Icahn Sch Med Mt Sinai, Div Data Driven & Digital Med D3M, New York, NY 10029 USA
[3] Tel Aviv Univ, ARC Innovat Ctr, Sheba Med Ctr, Sami Sagol AI Hub, IL-6139001 Tel Aviv, Israel
来源
APPLIED SCIENCES-BASEL | 2024年 / 14卷 / 02期
关键词
AI; machine learning; multiomics; medical imaging; personal medicine; health informatics; drug development; biomedicine; PREDICTION; LANGUAGE;
D O I
10.3390/app14020785
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This review analyzes the most influential artificial intelligence (AI) studies in health and life sciences from the past three years, delineating the evolving role of AI in these fields. We identified and analyzed the top 50 cited articles on AI in biomedicine, revealing significant trends and thematic categorizations, including Drug Development, Real-World Clinical Implementation, and Ethical and Regulatory Aspects, among others. Our findings highlight a predominant focus on AIs application in clinical settings, particularly in diagnostics, telemedicine, and medical education, accelerated by the COVID-19 pandemic. The emergence of AlphaFold marked a pivotal moment in protein structure prediction, catalyzing a cascade of related research and signifying a broader shift towards AI-driven approaches in biological research. The review underscores AIs pivotal role in disease subtyping and patient stratification, facilitating a transition towards more personalized medicine strategies. Furthermore, it illustrates AIs impact on biology, particularly in parsing complex genomic and proteomic data, enhancing our capabilities to disentangle complex, interconnected molecular processes. As AI continues to permeate the health and life sciences, balancing its rapid technological advancements with ethical stewardship and regulatory vigilance will be crucial for its sustainable and effective integration into healthcare and research.
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页数:13
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