通过多式联运数据融合推进医疗保健:对技术和应用进行全面审查
Jing Ru Teoh1, Jian Dong2, Xiaowei Zuo3
1Department of Biomedical Engineering, University of Malaya, Kuala Lumpur, Malaysia.
PeerJ. Computer science
|December 9, 2024
概括
本综述探讨了医疗保健中的多式联络数据融合,整合了医疗图像和电子健康记录等多元数据,以改进人工智能驱动的诊断和治疗规划.
科学领域:
- 生物医学信息学 生物医学信息学
- 人工智能在医学中的应用
- 数据科学数据科学数据科学
背景情况:
- 医疗保健产生各种数据 (图像,电子健康记录),需要有效的整合.
- 多模式数据融合在医疗保健中至关重要,但目前有限.
- 需要对最近的进展进行全面的审查.
研究的目的:
- 审查有关医疗保健 (2018-2024) 中多式联运数据融合的现有文献.
- 专注于整合各种医疗数据类型以进行增强分析的方法.
- 突出人工智能驱动医疗保健中的挑战,好处和应用.
主要方法:
- 对69篇作品 (2018-2024) 的系统文献综述.
- 融合技术的分析:早期,中期和晚期的融合.
- 整合策略的分类:图像-文本,多图像等.
主要成果:
- 确定了将医疗图像与结构化/非结构化数据集成的关键方法.
- 详细介绍了各种融合方法 (早期,中期,晚期) 和它们的应用.
- 突出了数据异质性,标准化和可解释性方面的挑战.
结论:
- 多式联网数据融合在推进医学诊断和治疗规划方面具有重大潜力.
- 需要进一步的研究来克服目前的局限性,并充分利用综合医疗数据.
- 这一审查为开发更强大的医疗保健人工智能模型提供了基础.
关键词:
面临的挑战 挑战决策 决策是做出决定的.欧洲人权理事会 欧洲人权理事会早期的核聚变 早期的核聚变医疗保健 医疗保健 医疗保健 医疗保健中间核聚变的中间核聚变晚期核聚变是什么意思医学图像 医学图像 医学图像多式联运数据融合技术患者护理 患者护理更多相关视频
08:51Author Spotlight: Integrated Multi-Omics Analysis for Unveiling Multicellular Immune Signatures in Clinical Heart Attack Cohorts
Published on: September 20, 2024
1.1K
06:08A Cognitive Fusion-guided Prostate Biopsy Using Multiparametric Magnetic Resonance Imaging and Transrectal Ultrasound
Published on: March 21, 2025
135
相关概念视频
01:29Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
01:15Methods of Documentation VI: Case Management Model
559
The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
For example, a patient with a chronic...
559
01:30Health Information Technology and Healthcare Information System
799
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
799