Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Diabetes: Symptoms, Diagnosis, and Complications01:15

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: Type 2 and Gestational01:22

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 Mellitus: Overview and Type I Subtype01:22

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...
2.3K
Pathophysiology of Diabetes01:20

Pathophysiology of Diabetes

842
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,...
842
Carbohydrate Metabolism01:36

Carbohydrate Metabolism

10.7K
Carbohydrates are polymers composed of molecules containing atoms of carbon, hydrogen and oxygen. One gram of carbohydrate can provide four kilo-calories of energy, which makes it the most efficient instant energy source.
Starch accounts for approximately 60% of the carbohydrates consumed by humans. Since amylase enzymes cannot function in the stomach's acidic environment, starch can only be digested in the mouth and small intestine. Simple sugars are found naturally in milk and fruits in...
10.7K
Steps in Outbreak Investigation01:18

Steps in Outbreak Investigation

102
In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
102

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Machine learning prediction of childhood nephrotic syndrome outcomes.

Pediatric nephrology (Berlin, Germany)·2026
Same author

Resource Use and Costs of Nurse Navigator Support for Parents of High-Risk Infants After Discharge from a Neonatal Intensive Care Unit.

Children (Basel, Switzerland)·2026
Same author

CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne·2026
Same author

Data-Driven and Expert-Informed Causal Discovery for Type 2 Diabetes Risk in Primary Care.

Studies in health technology and informatics·2026
Same author

Identifying Clinical Predictors of Diabetes and Prediabetes: An Explainable AI Approach Using Primary Care Electronic Medical Records.

Studies in health technology and informatics·2026
Same author

FairCareNLP: An AI-driven patient review analyzer for healthcare.

PloS one·2026
Same journal

Analysis of End-Tidal CO2 Variability During Plateau Waves Episodes: An Information Theoretic Approach<sup></sup>.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

AI and Tomosynthesis for Breast Cancer Molecular Subtyping: A step toward precision medicine<sup></sup>.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Towards Sustainable Protein Recovery from Biological Waste: Assessing Polyethersulfone-based Microfiltration.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Analysis of the cardiovascular response to standardized polymicrobial peritonitis experimental model.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Automated Wrist Ultrasound Image Bone Enhancement and Segmentation Using Deep Learning.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

A Deep Learning approach for Depressive Symptoms assessment in Parkinson's disease patients using facial videos.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
查看所有相关文章

相关实验视频

Updated: May 24, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
12:18

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment

Published on: January 11, 2020

7.4K

在加拿大成年人中使用机器学习预测糖尿病

Kayla Esser, Monica Duong, Khalil Kain

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |March 5, 2025
    PubMed
    概括
    此摘要是机器生成的。

    机器学习模型可以使用初级保健数据预测加拿大成年人的糖尿病. XGBoost实现了92%的AUC,确定HbA1c,LDL和高血压药物作为早期诊断的关键预测因素.

    更多相关视频

    A High-Throughput Multiplexed Screening for Type 1 Diabetes, Celiac Diseases, and COVID-19
    06:46

    A High-Throughput Multiplexed Screening for Type 1 Diabetes, Celiac Diseases, and COVID-19

    Published on: July 5, 2022

    2.7K
    Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
    07:31

    Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack

    Published on: May 15, 2020

    7.0K

    相关实验视频

    Last Updated: May 24, 2025

    A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
    12:18

    A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment

    Published on: January 11, 2020

    7.4K
    A High-Throughput Multiplexed Screening for Type 1 Diabetes, Celiac Diseases, and COVID-19
    06:46

    A High-Throughput Multiplexed Screening for Type 1 Diabetes, Celiac Diseases, and COVID-19

    Published on: July 5, 2022

    2.7K
    Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
    07:31

    Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack

    Published on: May 15, 2020

    7.0K

    科学领域:

    • 公共卫生 公共卫生
    • 医疗信息学 医疗信息学
    • 机器学习在医学中的应用

    背景情况:

    • 糖尿病率的上升增加了医疗保健成本和并发症.
    • 不被诊断的糖尿病病例普遍存在,需要早期检测.
    • 准确的诊断对于缓解疾病进展至关重要.

    研究的目的:

    • 用机器学习预测加拿大成年人糖尿病的患病率.
    • 为了利用电子病历数据进行糖尿病风险评估.
    • 为了确定早期糖尿病诊断的关键临床因素.

    主要方法:

    • 使用了加拿大初级保健哨兵监视网络 (CPCSSN) 数据库.
    • 开发并验证了七个机器学习分类模型.
    • 在临床患者特征上训练有素的模型可预测糖尿病.

    主要成果:

    • XGBoost模型表现出最高的性能,曲线下的面积 (AUC) 为92%.
    • 确定的主要预测因素包括HbA1c水平,LDL胆固醇和高血压药物.
    • 该研究使用初级保健数据成功预测了糖尿病的可能性.

    结论:

    • 机器学习模型可以提高初级保健机构的早期糖尿病诊断.
    • 识别患者的关键特征有助于针对性干预和公共卫生规划.
    • 这种方法可以帮助减少与糖尿病相关的医疗保健系统负担.