医疗信息学中的大型AI模型:应用,挑战和未来
IEEE journal of biomedical and health informatics
|September 22, 2023
概括
大型人工智能模型或基础模型正在通过它们的大规模和多样化的应用来改变健康信息学. 本综述探讨了它们在七个关键领域的影响,强调了挑战和未来的方向.
科学领域:
- 医疗信息学 医疗信息学
- 人工智能的人工智能
- 生物医学数据科学 生物医学数据科学
背景情况:
- 基础模型或大型人工智能模型正在出现,其参数和数据规模前所未有的.
- 这些模型在各种下游任务中展示了显著的能力,ChatGPT就是其中的一个例子.
- 生物医学和健康领域不断扩大的多模式数据为开发大型人工智能模型提供了良好的基础.
结论:
- 大型人工智能模型已经准备好彻底改变健康信息学.
- 应对挑战并仔细考虑未来的方向对于实现其全部潜力至关重要.
- 持续的研究和验证对于道德和有效的实施至关重要.
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