在初级医疗保健研究中的健康素养讨论趋势:使用机器学习技术进行主题分析
Muhammet Damar1, Andrew David Pinto2, Benita Hosseini3
1Management Information Systems, Faculty of Business Administration, Muğla Sıtkı Koçman University, Muğla, Turkey; Upstream Lab, MAP, Li Ka Shing Knowledge Institute, Unity Health Toronto, Toronto, Ontario, Canada.
Atencion primaria
|January 16, 2026
概括
健康素养是改善健康结果和患者在初级保健中的满意度的关键. 这项研究绘制了研究趋势,并确定了改善健康素养工具和干预措施的差距.
科学领域:
- 图书统计分析和机器学习应用于健康素养研究.
- 初级医疗保健服务和公共卫生干预措施.
背景情况:
- 健康素养对于个人管理他们的健康和有效地导航医疗保健系统至关重要.
- 了解研究趋势和有效的工具对于推进初级保健中的健康素养至关重要.
研究的目的:
- 绘制智力框架,确定研究趋势,并在初级医疗保健中确定健康素养方面的知识差距.
- 评估健康素养工具和干预措施在初级保健机构的有效性.
主要方法:
- 一项基于观察和机器学习的文献计量研究,分析了来自Web of Science数据库的1869篇文章.
- 隐性迪里克莱特分配 (LDA) 主题建模用于确定主题结构和研究趋势.
- 采用了包括共同作者网络和引用分析在内的文献计量指标.
主要成果:
- 关键的新兴研究主题包括健康公平,药物坚持,慢性疾病管理,医生与患者的沟通和农村健康.
- 该研究确定了关于衰老,生活方式因素,流行病反应 (例如COVID-19) 和政策制定者的影响的研究.
- 社会人口统计学因素和卫生机构的作用也是主要的主题.
结论:
- 健康素养是一个多方面的概念,对于更健康的生活,疾病管理和改善生活质量至关重要.
- 有效的健康素养倡议需要持续的承诺,明确的沟通和患者和医疗保健专业人员之间的合作.
- 这些发现强调了在初级保健中继续研究和开发健康素养工具的必要性.
关键词:
在健康方面提高识字能力自动学习是一种自动学习.医疗保健医疗保健医疗保健主要的注意力是初级的.医疗保健 医疗保健 医疗保健 医疗保健提高健康素养 提高健康素养机器学习是机器学习.文本矿业 文本矿业主要的护理是初级保健.文本挖掘 (Text Mining) 是一种文字挖掘方式.更多相关视频
相关概念视频
Health Literacy
5.2K
Health literacy is an individual's or a community's capacity to comprehend, receive, read, and use relevant healthcare information and services. The World Health Organization (WHO, 2018) defines health literacy as the cognitive and social skills that determine the ability of individuals to gain access to, understand, and use information in ways that promote and maintain good health. As a result, the WHO helps individuals manage long-term health concerns, participate in preventative...
5.2K
Issues And Trends In Healthcare Delivery System
6.1K
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...
6.1K
Current Trends in Nursing II
3.3K
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,...
3.3K
Models of Health Promotion and Illness Prevention I
2.7K
A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
2.7K
Health Information Technology and Healthcare Information System
3.3K
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:
3.3K
Levels of Health Promotion and Illness Prevention
14.3K
Health promotion allows a person to control the determinants of health, resulting in an improved health status. It enhances the quality of life and reduces premature deaths. Health promotion and illness prevention programs help people make beneficial choices to reduce the risk of disease and disabilities. There are three health promotion and illness prevention levels: primary, secondary, and tertiary prevention.
In primary prevention, actions taken before disease onset prevent the disease from...
In primary prevention, actions taken before disease onset prevent the disease from...
14.3K


