对糖尿病脚部脚部温度图的区域性严重性分析
Naveen Sharma1,2, Sarfaraj Mirza2, Ashu Rastogi3
1Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India.
Biomedizinische Technik. Biomedical engineering
|June 7, 2023
概括
早期发现糖尿病足 (DFU) 严重程度至关重要. 一个新的热成像数据集和机器学习模型通过分析足底部区域有效地对DFU风险进行了分类.
科学领域:
- 医学成像医学成像
- 机器学习是机器学习.
- 糖尿病学 糖尿病学
背景情况:
- 糖尿病足 (DFU) 对糖尿病患者构成重大风险.
- 早期发现和及时治疗DFU并发症对于预防至关重要.
- 定期进行足部检查至关重要,但往往在可访问性方面受到限制.
研究的目的:
- 开发一个区域性严重性评估的糖尿病脚下部脚.
- 确定受影响或可能受影响的地区进行有针对性的干预.
- 改善糖尿病足并发症的早期检测和管理.
主要方法:
- 创建了一个由104名受试者组成的新型热糖尿病脚数据集,为印度医疗保健量身定制.
- 脚部脚部温度图被分为三个区域:前脚,中脚和后脚.
- 应用了传统的机器学习 (CML) 和卷积神经网络 (CNN) 模型,并对严重程度分类进行了比较.
主要成果:
- 成功开发了一个热糖尿病脚数据集.
- CML和CNN技术有效地分类了糖尿病足的严重程度.
- 在不同的分类方法中观察到性能差异.
结论:
- 基于区域的严重程度分析为针对性的DFU干预提供了有价值的见解.
- 这种方法有助于对DFU严重性的全面评估.
- 进一步的研究可以提高DFU的检测和管理,改善患者的治疗结果.
相关概念视频
Peripheral Arterial Disease II: Clinical Manifestations and Diagnostic Evaluation
19
Clinical manifestationsPeripheral Arterial Disease (PAD) manifests through a range of symptoms, from the characteristic intermittent claudication to atypical presentations and severe complications in advanced stages. Intermittent claudication, a hallmark symptom of PAD, presents as exercise-induced muscle pain that typically resolves within minutes of rest. This pain is reproducible and stems from inadequate blood flow, leading to the accumulation of lactic acid produced during anaerobic...
19
Pulse Assessment Sites
1.2K
Pulse assessment sites are crucial in evaluating a patient's cardiovascular health. By assessing the pulsations of arteries at specific anatomical locations, healthcare professionals can gather valuable information about blood flow, heart rate, and peripheral circulation. Understanding these pulse assessment sites is essential for conducting comprehensive cardiovascular evaluations and monitoring patients' overall health. These sites are strategically chosen due to the accessibility and...
1.2K
Assessment of the Cardiovascular System III: Palpation
395
Palpation involves feeling the body to evaluate texture, size, consistency, and tenderness for assessing cardiovascular health. The following steps are organized in a head-to-toe order:
Jugular Venous Pressure (JVP) Measurement
Position the patient at a thirty- to forty-five-degree angle or in a semi-fowler's position. Look for the highest point of pulsation in the internal jugular vein and measure the vertical distance to the angle of Loius or sternal angle. A normal JVP is 3-4 cm above...
Jugular Venous Pressure (JVP) Measurement
Position the patient at a thirty- to forty-five-degree angle or in a semi-fowler's position. Look for the highest point of pulsation in the internal jugular vein and measure the vertical distance to the angle of Loius or sternal angle. A normal JVP is 3-4 cm above...
395
Peripheral Artery Disease IV: Nursing Management
14
The nursing management of a patient with peripheral artery disease (PAD) begins with a thorough assessment of the patient’s health history and clinical manifestations.AssessmentHealth History: Evaluate the patient’s history of hypertension, hyperlipidemia, family history of cardiovascular issues, and lifestyle factors such as dietary patterns, smoking, and physical activity.Physical Examination:Assess the affected extremity for decreased or absent peripheral pulses,...
14
Assessing Blood pressure in the Leg
3.2K
Proper measurement of leg blood pressure is a critical skill for healthcare providers, ensuring precise and reliable readings. When performed correctly, this procedure informs patient care and enhances the efficacy of interventions. The following text outlines step-by-step guidelines to measure blood pressure in the leg, providing clarity and ease of understanding for practitioners.
Preparation:
Preparation:
3.2K
Pathophysiology of Diabetes
1.0K
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,...
1.0K


