人工智能在癌症治疗中的潜在应用
Irbaz Bin Riaz1,2, Muhammad Ali Khan2, Tufia C Haddad3
1Department of AI and Informatics, Mayo Clinic, Minnesota.
Current opinion in oncology
|July 15, 2024
概括
人工智能 (AI) 具有显著的潜力,可以改善癌症护理,从早期检测到生存. 然而,数据多样性,算法偏差和高成本等挑战阻碍了广泛采用,需要道德准则和治理.
科学领域:
- 在瘤学瘤学.
- 医疗信息学 医疗信息学
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 越来越多地被整合到医疗保健中,这对癌症治疗有重大影响.
- 人工智能应用涵盖了整个癌症连续性,包括早期检测,诊断,治疗和生存.
- 生成型人工智能显示出对行政任务,临床决策支持和瘤学数据合成的承诺.
研究的目的:
- 审查人工智能在提高癌症护理方面的关键作用.
- 确定阻碍人工智能在瘤学中的广泛应用的挑战.
- 探索AI在改善疾病管理和临床过程中的潜力.
主要方法:
- 关于人工智能在癌症治疗中的应用的文献综述.
- 分析人工智能模型,数字生物标志物和诊断方面的进展.
- 检查在临床实践中采用人工智能的障碍.
主要成果:
- 人工智能的进步适用于整个癌症护理连续,从早期检测到生存.
- 生成型人工智能可以简化文档,患者沟通和临床试验匹配.
- 人工智能采用速度缓慢的原因是对数据多样性,模型可靠性,偏见,法律监督和成本的担忧.
结论:
- 人工智能具有巨大的潜力,可以彻底改变癌症护理的提供和结果.
- 正在进行的努力集中在部署,评估和改进人工智能模型的公平性和可解释性上.
- 标准化的道德准则,治理和监督对于建立对人工智能辅助癌症护理的信任至关重要.
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