人工智能的发展使得医疗保健系统能够使用经过预训练的BERT深度学习模型使用文本数据
Yi Jie Wang1, Wei Chong Choo1,2, Keng Yap Ng2,3
1School of Business and Economics, Universiti Putra Malaysia, Seri Kembangan, Malaysia.
Scientific reports
|March 4, 2025
概括
本研究使用深度学习和文本挖掘来分析2018-2022年医疗保健趋势中的AI. 它确定了未来医疗保健创新的关键领域,如物联网,数据安全和图像处理.
科学领域:
- 医疗信息学 医疗信息学
- 人工智能的人工智能
- 医疗保健服务研究 医疗服务研究
背景情况:
- 人工智能 (AI) 正在改变医疗保健,改善诊断和服务.
- 传统的趋势分析依赖于专家的判断,缺乏效率和准确性.
- 识别新兴的人工智能趋势对于未来的医疗保健发展至关重要.
研究的目的:
- 发现新兴趋势和人工智能在医疗保健中的未来方向.
- 应用高级文本挖掘和深度学习进行趋势分析.
- 为医疗保健中人工智能商业化提供经验基础.
主要方法:
- 在2018-2022年期间,利用了1587篇科学论文 (Web of Science) 和1314项专利 (Derwent创新指数) 的文本挖掘.
- 采用多种深度学习算法,包括一种利用BERT的新型自我监督方法.
- 分析了市场趋势,研究热点和技术进步.
主要成果:
- 确定了关键的市场趋势:物联网 (IoT),数据安全和AI医疗保健中的图像处理.
- 揭示了当前的研究热点和技术轨迹.
- 提供了关于AI在医疗保健中的商业化潜力的经验数据.
结论:
- 该研究引入了一种新的深度学习自我监督模型,用于医疗保健趋势分析中的AI,提高准确性和效率.
- 调查结果为研究人员,政策制定者和行业专业人士提供了宝贵的指导.
- 通过人工智能商业化突出了未来医疗保健服务的潜在转型方向.
相关概念视频
Issues 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
Non-equilibrium in the Cell
4.1K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.1K
Current Trends in Nursing II
1.2K
Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
1.2K
Integrated Healthcare System
1.5K
An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
1.5K
Health Information Technology and Healthcare Information System
787
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:
787


