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具有区块链完整性的多式联网关注驱动网络,可用于可靠的结石诊断
1Department of Computer Science, College of Computer Science, Applied College Tanumah, King Khalid University, Abha, Saudi Arabia. mkmiyob@kku.edu.sa.
Urolithiasis
|February 3, 2026
概括
这项研究引入了多式联络注意网络与区块链,以通过超声波改善结石检测. 人工智能模型实现了高准确性,提高了早期诊断和预防功能衰竭.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 区块链技术 区块链技术
背景情况:
- 结石 (结石) 阻碍脏系统,可能导致慢性病和衰竭.
- 早期发现结石对于预防痕和功能衰竭等不可逆转的并发症至关重要.
- 对于结石检测的超声波成像,由于斑点噪音,低组织对比度和解剖变异性,面临着挑战.
研究的目的:
- 开发一个与区块链集成的新型多式联络注意力驱动网络,以加强结石检测.
- 解决传统超声波成像在识别结石的局限性.
- 用区块链确保临床应用中的数据隐私,完整性和可审计性.
主要方法:
- 提出了一个集全球和本地数据表示的多式联网关注驱动网络.
- 开发了一个交叉注意力融合模块,具有可解释性层,用于强大的特征提取.
- 利用区块链技术与智能合约来实现安全和可审计的数据管理.
主要成果:
- 多式联网的注意力驱动网络实现了98.5%的诊断准确率和99.1%的AUC.
- 与现有方法相比,开发的模型在检测结石方面表现优异.
- 区块链集成确保了医疗数据的隐私,完整性和可审计性.
结论:
- 多式联网的注意力驱动网络为医疗保健中的结石检测提供了安全可靠的解决方案.
- 这种人工智能驱动的方法显著改善了诊断性能,有助于早期干预.
- 区块链提高了AI应用在临床环境中的安全性和可靠性.
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