癌症诊断中的人工智能:机遇和挑战
Mohammed S Alshuhri1, Sada Ghalib Al-Musawi2, Ameen Abdulhasan Al-Alwany3
1Radiology and Medical Imaging Department, College of Applied Medical Sciences, Prince Sattam bin Abdulaziz University, Kharj, Saudi Arabia.
Pathology, research and practice
|December 20, 2023
概括
人工智能 (AI) 在早期癌症检测和诊断方面提供了有前途的进展. 然而,必须解决数据要求和伦理问题等挑战,才能充分实现AI在减少癌症死亡率方面的潜力.
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:
- 癌症仍然是全球主要的死亡原因,这强调了对早期和准确的诊断方法的急需.
- 人工智能 (AI) 正在成为医学诊断中的强大工具,特别是用于分析复杂数据集.
- 人工智能中的机器学习算法显示了提高癌症检测准确性和效率的潜力.
研究的目的:
- 为AI在癌症检测中的潜在应用提供全面的概述.
- 检查在癌症诊断中实施人工智能的局限性和挑战.
- 探索人工智能的当前和未来发展,以改善瘤学患者的治疗结果.
主要方法:
- 关于人工智能在癌症诊断中的应用现有文献的综述.
- 分析用于分析大规模医疗数据的机器学习算法.
- 在癌症检测的背景下讨论AI的好处和缺点.
主要成果:
- 人工智能显示出提高早期癌症诊断的准确性和效率的巨大潜力.
- 关键的挑战包括需要大量数据,技术限制和道德考虑.
- 目前的人工智能应用范围从图像分析到风险预测,并不断取得进展.
结论:
- 人工智能在癌症检测方面具有变革性的潜力,提供了改进的诊断能力.
- 解决数据,技术和伦理障碍对于在瘤学中广泛采用AI至关重要.
- 进一步的研究和开发对于利用人工智能来降低癌症死亡率至关重要.
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