DiaGuide-LLM-使用大型语言模型为患者特定的教育和糖尿病的健康指导
Kristin Skjervold1, Henriette Nordahl Sævig1, Helge Ræder2,3
1Department of Biomedicine, University of Bergen, Bergen, Norway.
Frontiers in artificial intelligence
|December 15, 2025
概括
像GPT-4o这样的大型语言模型 (LLM) 显示出糖尿病护理沟通的潜力,提供与医疗保健专业人员相比的或更好的感知质量,特别是对于教育程度较低的人来说.
科学领域:
- 医疗信息学 医疗信息学
- 人工智能在医学中的应用
- 患者沟通 患者沟通
背景情况:
- 有效的糖尿病管理需要强大的患者-提供者沟通和赋权.
- 糖尿病患病率上升和医疗保健工作人员短缺给现有的护理模式带来了压力.
- 大型语言模型 (LLM) 提供了个性化健康信息传递的潜力.
研究的目的:
- 为了比较GPT-4o产生的反应与医疗保健专业人员对糖尿病相关问题的反应的感知质量 (知识,帮助,同情).
- 探索参与者的教育背景对LLM和医疗保健专业人员反应的感知质量的影响.
- 从最终用户的角度评估LLM在提高医疗保健沟通可访问性和质量的潜力.
主要方法:
- 使用在线问卷进行横截面实验研究设计.
- 1,810个对GPT-4o的评估和医疗保健专业人员对糖尿病问题的回答.
- 答案根据知识,帮助和同情心的5分利克特级别进行评分.
主要成果:
- 在46.7%的评估中,GPT-4o获得了比医疗保健专业人员更高的评分,而医疗保健专业人员的评分为23.3%.
- 具有较低教育程度的参与者在所有质量维度上都显著提高了GPT-4o的评分.
- 有高等教育的参与者在同情和帮助方面评价GPT-4o更高;质量指标有很强的相关性.
结论:
- 像GPT-4o这样的LLM可以提高医疗保健沟通的感知质量和可访问性,特别是对于教育程度较低的人来说.
- 虽然在统计学上显著,但观察到的效果大小很小,这表明需要在临床实践中仔细解释.
- 需要进一步的研究来确定LLMs在临床环境中的最佳作用,包括客观准确性评估.
相关概念视频
Diabetes Mellitus: Overview and Type I Subtype
4.8K
Diabetes mellitus is a chronic metabolic disorder characterized by high blood glucose levels due to inadequate insulin production, insulin resistance, or both. The condition affects millions worldwide and can significantly impact their health and quality of life.
Type 1 diabetes is an autoimmune disease in which the immune system mistakenly attacks and destroys the insulin-producing beta cells in the pancreas. As a result, the body is unable to produce sufficient insulin, and individuals with...
Type 1 diabetes is an autoimmune disease in which the immune system mistakenly attacks and destroys the insulin-producing beta cells in the pancreas. As a result, the body is unable to produce sufficient insulin, and individuals with...
4.8K
Diabetes Mellitus: Type 2 and Gestational
4.2K
Type 2 diabetes, characterized by insulin resistance, arises when the insulin receptors on cells lose responsiveness to insulin, diminishing the cell's capacity to take up glucose, resulting in elevated blood glucose levels. To receive a diagnosis of Type 2 diabetes, a series of blood glucose tests are necessary to assess whether the blood glucose falls within normal parameters. If the result is out of the normal range, a patient may be diagnosed as prediabetic or diabetic, depending on the...
4.2K
Diabetes: Management and Pharmacotherapy
848
The therapy for diabetes aims to alleviate hyperglycemia-related symptoms, prevent acute metabolic decompensation, and reduce chronic end-organ complications. Glycemic control is evaluated through short-term (self-monitoring, continuous glucose monitoring) and long-term (A1c, fructosamine) metrics, enabling near real-time tracking of blood glucose levels and reflecting glycemic control over specific time frames.
Insulin remains the cornerstone of treatment for most patients with type 1 and many...
Insulin remains the cornerstone of treatment for most patients with type 1 and many...
848
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
Oral Hypoglycemic Agents: Biguanides and Glitazones
562
Biguanides, particularly metformin (Glucophage), are insulin sensitizers that enhance glucose uptake, thereby reducing insulin resistance. Unlike sulfonylureas, metformin doesn't prompt insulin secretion, which helps to curb hypoglycemia risk. Metformin is beneficial in treating conditions like polycystic ovary syndrome due to its insulin-resistance reduction capability. The drug's primary action involves curtailing hepatic gluconeogenesis, a significant contributor to high blood...
562
Diabetes: Symptoms, Diagnosis, and Complications
2.0K
For most patients, experiencing several weeks of polyuria, polydipsia, fatigue, and significant weight loss may indicate the presence of diabetes. Furthermore, adults displaying the phenotypic appearance of type 2 diabetes (particularly those who are obese and not initially insulin-requiring), may have islet cell autoantibodies, suggesting autoimmune-mediated β cell destruction and a diagnosis of latent autoimmune diabetes of adults (LADA). The categorization of glucose homeostasis is...
2.0K


