人工智能在医学科学中的演变作用:推进诊断,临床决策和研究
Bhavna Singla1, Saleha Afridi2, Sarath Vayolipoyil3
1Internal Medicine, Erie County Medical Center Hospital, Buffalo, USA.
Cureus
|October 6, 2025
概括
人工智能 (AI) 正在彻底改变医学,改善诊断,研究和患者护理. 解决数据隐私和偏见等挑战对AI至关重要.
科学领域:
- 医学科学 医学科学 医学科学
- 计算机科学 计算机科学
- 医疗保健技术 技术 医疗保健 技术
背景情况:
- 人工智能 (AI) 越来越多地融入医学科学.
- 机器学习 (ML) 和深度学习使人工智能能够分析复杂的健康数据.
研究的目的:
- 探索AI在各种医疗领域的变革性影响.
- 确定AI在诊断,研究和医疗管理中的应用.
- 讨论在医疗保健中实施人工智能的挑战和伦理考虑.
主要方法:
- 在医学成像和临床决策支持系统 (CDSS) 中对AI应用的分析.
- 审查AI在加速药物发现,基因组分析和临床试验中的作用.
- 检查医疗管理中的AI,包括资源配置和患者互动.
主要成果:
- 人工智能表现出与诊断专家相似的准确性,并支持基于证据的治疗.
- 人工智能显著加速医学研究,并优化临床试验过程.
- 人工智能通过虚拟助理和远程医疗来增强医疗保健操作和患者参与.
结论:
- 人工智能为精准医学,机器人手术和医学教育提供了巨大的前景.
- 克服数据隐私,算法偏见和医生接受等挑战至关重要.
- 伦理整合,建立信任和解决接入差距是实现人工智能在全球医疗保健中的潜力的关键.
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