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鉴于风险投资融资,FDA批准的人工智能产品的预计增长
Nicole K McNabb1, Eric W Christensen2, Elizabeth Y Rula3
1Data Science Analyst, ACR Data Science Institute, Reston, Virginia.
Journal of the American College of Radiology : JACR
|October 16, 2023
概括
预计医疗成像中的人工智能 (AI) 将大幅增长. 据估计,在每10亿美元的资金中,有11.33个新的AI产品,到2035年预计将有350个产品.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 医疗成像占数字健康风险投资的85%.
- 预计资金的增长将推动人工智能 (AI) 产品的增加.
研究的目的:
- 根据历史资金和FDA批准,预测新的AI产品的数量.
- 建立风险资本融资与医疗成像人工智能产品开发之间的统计关联.
主要方法:
- 利用来自ACR数据科学研究所 (2008-2022) 的数据用于FDA批准的AI产品.
- 使用线性回归,人工智能资金 (Rock Health,2013-2022) 和产品批准之间有6年的滞后.
- 根据已建立的统计关系,预测了FDA批准的新人工智能产品.
主要成果:
- 在每10亿美元的资金中发现了11.33个新的AI产品 (95%CI:7.03-15.64) 与6年的滞后.
- 在2022年,FDA批准的69种新型人工智能产品与48亿美元的融资有关.
- 预计到2035年,将有350个新的FDA批准的AI产品,资金达到308亿美元.
结论:
- 预计人工智能产品的增长将从2022年的69个增长到2035年的350个,这是资金趋势所推动的.
- 人工智能已经准备好通过新产品的整合来改变诊断放射学实践.
- 增加人工智能产品的整合可能会刺激对未来人工智能创新的进一步投资.
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