通过大型语言模型提高患者对心血管康复的教育
Som Singh1, Eric Errampalli2, Nathan Errampalli3
1University of Missouri-Kansas City, Kansas City, Missouri, and the University of Texas Health Science Center, Houston, Texas.
Missouri medicine
|February 17, 2025
概括
大型语言模型 (LLM) 显示出对教育患者进行心血管康复的前景. 然而,目前的LLM反应往往超过美国推的阅读水平,阻碍了患者的理解和坚持.
科学领域:
- 心血管健康 心血管健康
- 人工智能在医学中的应用
- 卫生识字 卫生识字
背景情况:
- 患者坚持进行心血管康复至关重要,但经常受到教育障碍的阻碍.
- 有效的患者教育是改善患者遵守心脏康复计划的关键因素.
- 大型语言模型 (LLM) 正在成为医疗保健中患者教育的潜在工具.
研究的目的:
- 评估LLMs为心血管康复产生的教育内容的可读性.
- 通过使用已建立的可读性指标来评估LLM生成的响应质量:枪击雾,Flesch Kincaid和Flesch阅读方便.
主要方法:
- 对LLM生成的对心血管康复查询的响应可读性得分的分析.
- 在ChatGPT 3.5,Copilot和Gemini中比较了枪雾,Flesch Kincaid和Flesch阅读易度的得分.
主要成果:
- 来自ChatGPT 3.5,Copilot和Gemini的可读性得分并不总是符合美国推的分级阅读水平.
- 与ChatGPT 3.5.5相比,Gemini和Copilot显示出更好的可读性.
- 总的来说,LLM的反应需要改进,以与目标患者的识字水平保持一致.
结论:
- LLM 作为心血管康复的教育资源具有潜力.
- 目前的LLM产生的内容需要提高可读性,以有效地作为患者教育工具.
- 提高文本可访问性对于最大限度地提高LLM在心脏康复患者教育中的实用性至关重要.
更多相关视频
相关概念视频
Health Literacy
4.0K
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...
4.0K
Heart Failure Drugs: β-Blockers
308
β-adrenergic antagonists, commonly known as β-blockers, block the effects of sympathetic neurotransmitters such as noradrenaline (NA) and adrenaline (ADR). They have several beneficial effects in heart failure treatment. They reduce heart rate, the force of contraction, and cardiac muscle relaxation. They also slow the atrial-ventricular conduction rate and raise the threshold for arrhythmias. The concentration of β-blockers determines their effects on bronchodilation,...
308
Exercise and Cardiovascular Response
701
Exercise significantly impacts cardiovascular response, which is crucial for understanding patient health and designing effective treatment plans.
Light to moderate physical activity initiates a series of interconnected responses in the body. The heart rate modestly increases in anticipation of the workout, followed by widespread vasodilation as oxygen consumption by skeletal muscles increases. This results in decreased peripheral resistance, increased capillary blood flow, and accelerated...
Light to moderate physical activity initiates a series of interconnected responses in the body. The heart rate modestly increases in anticipation of the workout, followed by widespread vasodilation as oxygen consumption by skeletal muscles increases. This results in decreased peripheral resistance, increased capillary blood flow, and accelerated...
701
Regulation of Stroke Volume
3.1K
The regulation of stroke volume, which is the amount of blood the heart pumps out during each heartbeat, is critical for maintaining a healthy circulatory system. Stroke volume is influenced by three main factors: preload, contractility, and afterload.
Preload refers to the degree of stretch on the heart before it contracts. It's analogous to the stretching of a rubber band; the more it's stretched, the more forcefully it snaps back. This concept is encapsulated in the Frank-Starling law of the...
Preload refers to the degree of stretch on the heart before it contracts. It's analogous to the stretching of a rubber band; the more it's stretched, the more forcefully it snaps back. This concept is encapsulated in the Frank-Starling law of the...
3.1K
Exercise and Cardiac Output
880
Regular physical activity is essential for maintaining cardiovascular health, with aerobic exercises being particularly effective. According to the American Heart Association, 150 minutes of moderate to intense aerobic exercise per week is recommended for a healthy heart. Aerobic activities may include brisk walking, running, bicycling, cross-country skiing, and swimming, ideally performed three to five times per week.
Sustained exercise increases the muscles' oxygen demand, which can be...
Sustained exercise increases the muscles' oxygen demand, which can be...
880
Heart Failure Drugs: Diuretics
334
Heart failure and kidney perfusion are interconnected in a complex way. Reduced renal perfusion and venous congestion are two significant factors that contribute to renal dysfunction in heart failure. The kidneys, primarily responsible for fluid balance in the body, are adversely affected due to compromised cardiac output and increased venous pressure. In response to reduced renal perfusion, the kidneys activate neurohumoral mechanisms to restore balance. However, these mechanisms can be...
334


