糖尿病诊断的最新趋势:对基于人工智能的技术进行深入审查
Salman Khalid1, Hojun Kim2, Heung Soo Kim3
1Department of Mechanical, Robotics and Energy Engineering, Dongguk University-Seoul, 30 Pil-dong 1 Gil, Jung-gu, Seoul 04620, Korea; Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor 48109, USA.
Diabetes research and clinical practice
|May 6, 2025
概括
人工智能 (AI),机器学习 (ML) 和深度学习 (DL) 正在彻底改变糖尿病 (DM) 诊断. 这些人工智能技术提供了更高的准确性和早期检测,改善了患者的治疗结果并减少了疾病负担.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 诊断技术 诊断技术 诊断技术
背景情况:
- 糖尿病是一种广泛的慢性疾病,具有重大的健康和经济后果.
- 准确及时诊断DM对于有效管理和预防并发症至关重要.
研究的目的:
- 审查人工智能 (AI) 的最新进展,特别是机器学习 (ML) 和深度学习 (DL),用于诊断糖尿病.
- 分析人工智能驱动的诊断工具,他们的方法和糖尿病检测中的临床应用.
主要方法:
- 对人工智能,ML和DL在糖尿病诊断中的应用最新文献的分析.
- 在AI模型中使用的各种数据源,数据集和预处理技术的评估.
- 对人工智能融入临床工作流程和早期检测策略的评估.
主要成果:
- 人工智能,ML和DL在提高糖尿病诊断的准确性方面显示出显著的希望.
- 人工智能诊断工具的突破性方法和现实世界的临床应用正在出现.
- 人工智能的有效整合需要仔细考虑数据,可解释性,伦理和实施.
结论:
- 人工智能技术为改善糖尿病诊断和早期检测提供了一种强大的方法.
- 解决解释性,伦理和实际实施方面的挑战是成功临床整合的关键.
- 糖尿病诊断人工智能的进步有可能显著改善患者的治疗结果,并减少疾病的全球负担.
相关概念视频
Issues And Trends In Healthcare Delivery System
5.5K
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...
5.5K
Diabetes Mellitus: Type 2 and Gestational
2.1K
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...
2.1K
Diabetes: Symptoms, Diagnosis, and Complications
495
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...
495
Diabetes Mellitus: Overview and Type I Subtype
2.3K
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...
2.3K
Pathophysiology of Diabetes
839
Diabetes mellitus is a chronic metabolic disorder characterized by hyperglycemia. The four categories of diabetes are type 1 diabetes, type 2 diabetes, other specific types of diabetes, and gestational diabetes.
Type 1 diabetes is characterized by autoimmune-mediated destruction of pancreatic β cells, with environmental factors potentially triggering this process in genetically susceptible individuals. Despite many not having a family history, certain genes increase susceptibility,...
Type 1 diabetes is characterized by autoimmune-mediated destruction of pancreatic β cells, with environmental factors potentially triggering this process in genetically susceptible individuals. Despite many not having a family history, certain genes increase susceptibility,...
839
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


