人工智能和早期发现乳腺癌,肺癌和结肠癌:叙述性审查
Omofolarin Debellotte1, Richard L Dookie2, Fnu Rinkoo3
1Internal Medicine, Brookdale Hospital Medical Center, One Brooklyn Health, Brooklyn, USA.
Cureus
|March 24, 2025
概括
人工智能 (AI) 在乳腺,结肠直肠和肺部查中提高了早期癌症检测. 人工智能提高了诊断准确度,并简化了工作流程,有可能减少癌症死亡率.
科学领域:
- 在瘤学瘤学.
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 早期癌症检测显著改善了患者的治疗结果和生存率.
- 传统的选方法在灵敏度和效率方面存在局限性.
- 人工智能 (AI) 提供了新的方法来增强癌症检测能力.
研究的目的:
- 审查人工智能在乳腺癌,结肠直肠癌和肺癌早期癌症检测方面的进展和应用.
- 突出AI在提高癌症查诊断准确性和效率方面的作用.
- 讨论AI整合在临床瘤学中的挑战和未来方向.
主要方法:
- 关于人工智能在癌症查中的应用现有文献的综述.
- 分析深度学习算法,特别是卷积神经网络,用于图像分析.
- 检查AI在乳腺癌,结肠直肠癌和肺癌检测方面的表现.
主要成果:
- 在多种查方式中,AI在检测癌症方面表现出更高的灵敏度和精度.
- 深度学习模型通过识别医学成像中的微妙模式来提高诊断准确性.
- 人工智能系统在风险分层,治疗计划和病变分类方面表现有前途.
结论:
- 人工智能正在彻底改变早期癌症检测,在灵敏度,效率和精度方面提供了显著的改进.
- 应对数据标准化和临床整合等挑战对于广泛采用人工智能至关重要.
- 人工智能具有巨大的潜力,可以通过优化诊断和治疗来影响患者的治疗结果,并减少癌症死亡率.
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