相关实验视频

Updated: May 23, 2025

Evaluation of Hepatic Glucose Production in a Polycystic Ovary Syndrome Mouse Model

Evaluation of Hepatic Glucose Production in a Polycystic Ovary Syndrome Mouse Model

Published on: March 5, 2022

区块链和可解释的AI集成系统用于检测多囊性卵巢综合征 (PCOS)

Gowthami Jaganathan¹, Shanthi Natesan¹

¹Department of Computer Science and Engineering, Kongu Engineering College, Erode, Tamilnadu, India.

PeerJ. Computer science

|March 10, 2025

概括

这项研究引入了一种新的区块链和机器学习 (ML) 系统,用于安全预测多囊性卵巢综合征 (PCOS). 基于可解释的人工智能的区块链系统 (EAIBS-PCOS) 实现了高准确度的可靠PCOS诊断.

科学领域:

数字健康数字健康
区块链技术区块链技术
医疗保健中的机器学习

背景情况:

数字化需要安全的医疗数据管理.
整合区块链和机器学习 (ML) 对于安全的健康数据分析至关重要.
现有的方法缺乏强大的数据安全性和模型可解释性,用于诸如多囊性卵巢综合征 (PCOS) 等疾病.

研究的目的:

开发一种用于安全存储患者医疗数据和PCOS预测的新方法.
为了利用Hyperledger Fabric进行不可变的私人数据存储.
整合可解释的人工智能 (XAI) 以实现医疗保健中的透明决策.

主要方法:

利用Hyperledger Fabric区块链进行安全和不变的数据存储.
集成机器学习 (ML) 算法用于PCOS预测.
采用可解释的人工智能 (XAI) 技术来确保模型的可解释性.
通过使用Caliper工具评估Hyperledger Fabric的性能.

主要成果:

拟议的基于AI的区块链系统用于检测多囊性卵巢综合征 (EAIBS-PCOS) 显示出高性能.
实现了98%的准确性,100%的精度,98.04%的回忆力和99.01%的F1得分.
验证了系统在提供可靠和可理解的PCOS预测方面的有效性.

结论:

区块链,ML和XAI的独特集成解决了关键的医疗保健数据安全性和可解释性问题.
该EAIBS-PCOS系统为安全和准确的PCOS诊断提供了一个强大的解决方案.
这种方法对确保医疗保健应用程序和PCOS预测文献的安全作出了重大贡献.

关键词:

可解释的人工智能卫生信息交换卫生信息交换超级账本组织织物机器学习机器学习预测PCOS的预测预测分析是一种预测分析.

更多相关视频

Author Spotlight: Investigating the Mechanisms and Inducing Models of Polycystic Ovary Syndrome

Author Spotlight: Investigating the Mechanisms and Inducing Models of Polycystic Ovary Syndrome

Published on: July 5, 2024

A Hyperandrogenic Mouse Model to Study Polycystic Ovary Syndrome

A Hyperandrogenic Mouse Model to Study Polycystic Ovary Syndrome

Published on: October 2, 2018

相关概念视频

Ovarian Cycle

Ovarian Cycle

The menstrual cycle includes a critical component known as the ovarian cycle, which undergoes two main phases each month—the follicular phase and the luteal phase. The follicular phase is variable and averaging around 14 days. Ovulation, triggered by a surge in luteinizing hormone (LH), marks the transition between the two phases. The second phase, the luteal phase, is relatively consistent, lasting approximately 14 days, and is marked by the activity of the corpus luteum. While a cycle...

Hormonal Control of the Ovarian Cycle

Hormonal Control of the Ovarian Cycle

The ovarian cycle is meticulously regulated by the hypothalamic-pituitary-gonadal axis. This cycle orchestrates the release of a mature oocyte, essential for reproduction.
Before puberty, the hypothalamus releases GnRH in a low frequency, low amplitude pulsatile manner. This along with the immature hypothalamic-pituitary-gonadal axis activity, results in low estrogen levels and the absence of a fully functional ovarian cycle. At puberty, GnRH secretion increases in both frequency and...

Oogenesis

Oogenesis

In human women, oogenesis produces one mature egg cell or ovum for every precursor cell that enters meiosis. This process differs in two unique ways from the equivalent procedure of spermatogenesis in males. First, meiotic divisions during oogenesis are asymmetric, meaning that a large oocyte (containing most of the cytoplasm) and minor polar body are produced as a result of meiosis I, and again following meiosis II. Since only oocytes will go on to form embryos if fertilized, this unequal...