关于大眼机器学习进展的范围审查:当前趋势和未来方向
Jiatong Zhang1, Bocheng Tian2, Mingke Tian3
1The First Clinical Medical School, China Medical University, Shenyang, China.
Frontiers in medicine
|May 9, 2025
概括
机器学习在眼研究中显示出很大的前景,用于早期诊断和个性化治疗. 关键领域包括眼睛疾病,视网膜成像和危险因素,为改善患者护理铺平了道路.
科学领域:
- 眼科医生 眼科 眼科
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 机器学习 (ML) 在玻璃眼研究中提供了显著的潜力.
- ML的应用包括早期诊断,疾病进展预测,治疗反应评估和个性化策略.
- ML提高了对眼病理学的理解,并优化了诊断,以改善患者服务.
研究的目的:
- 审查目前的ML应用在绿眼病研究中的现状.
- 确定未来的研究方向和潜在的改进.
- 用一个范围审查方法来展示进步.
主要方法:
- 根据PRISMA指南进行了范围审查.
- 在Web of Science核心收藏中进行了全面的文献搜索.
- 分析了3581篇获取的文章,以确定趋势和研究热点.
主要成果:
- 确定了"眼睛疾病"",视网膜底部成像"和"危险因素"作为关键研究术语.
- 突出了当前的研究热点和不同研究人员的观点.
- 预测该领域未来的发展趋势.
结论:
- ML显示了青光眼诊断和治疗的前景.
- 与多式联运技术和大型语言模型的整合是未来的关键方向.
- ML的进步有望显著提高青光眼患者的护理.
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