一种递归嵌入和集群技术,用于使用实验室数据和机器学习来揭示无症状病
Eman Alqaissi1,2,3, Abdulmohsen Algarni4, Mohammed Alshehri5
1Central Labs, King Khalid University, P.O. Box 960, AlQura'a, Abha, Saudi Arabia. ealqasy@kku.edu.sa.
Scientific reports
|February 17, 2025
概括
这项研究引入了一种人工智能方法,使用常规实验室测试来检测早期慢性病 (CKD). 该方法在无症状患者中识别出微妙的菌株,使得及时干预和预防晚期疾病.
科学领域:
- 腎臟病學 (nephrology) 是一種醫學專業.
- 人工智能的人工智能
- 数据科学数据科学数据科学
背景情况:
- 传统的慢性病 (CKD) 诊断方法可能会错过早期阶段.
- 脏活检是侵入性的,成像是昂贵的,限制了定期的查.
- 现有的用于CKD检测的AI研究经常受到小数据集和糟糕的概括性的困扰.
研究的目的:
- 利用常规实验室数据开发一种人工智能驱动的方法,用于早期检测CKD.
- 解决以前人工智能方法的局限性,包括过拟合和复杂的算法.
- 在无症状个体中实现早期脏应激自动查.
主要方法:
- 收集和分析了基于中心的患者数据 (1600条记录).
- 应用递归嵌入和聚类来减少维度.
- 利用梯度增强算法进行集群检测,并对400个未标记的记录进行验证.
主要成果:
- 根据实验室数据确定了三个不同的患者群.
- 第二个群体代表了早期脏压力与正常范围的指标.
- 梯度增强模型在检测这些集群方面表现出很高的性能.
结论:
- 开发的AI方法有效地使用例行测试检测压力的早期迹象.
- 这种方法有助于自动查,可能防止晚期CKD.
- 通过人工智能的早期检测可以帮助临床医生积极主动地管理和干预患者.
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