基于人工智能的准确心血管医学方法
Farida Mohsen1, Balqees Al-Saadi1, Nima Abdi1
1College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha 34110, Qatar.
Journal of personalized medicine
|August 25, 2023
概括
人工智能 (AI) 通过改善疾病诊断,预测和治疗计划来提高心血管医学的精度. 这篇评论强调了人工智能.
科学领域:
- 心血管医学 心血管医学
- 精准医学是一门精准的医学.
- 人工智能的人工智能
背景情况:
- 准确医学针对心血管疾病的个体患者特征量身定制治疗方法.
- 人工智能 (AI) 提供了先进的工具,以提高心血管医学的准确性和效率.
研究的目的:
- 进行范围审查,确定和总结有关精密心血管医学AI应用的当前文献.
- 绘制AI方法和数据源的地图,用于这个领域.
主要方法:
- 在Scopus,谷歌学者和PubMed中进行全面的文献搜索.
- 采用了包含和排除标准,结果有28项审查的研究.
- 分析人工智能应用领域,机器学习模型和数据源.
主要成果:
- 人工智能越来越多地用于心血管疾病诊断,预后,风险预测和治疗计划.
- 预测 (50%) 是最常见的AI应用,其次是诊断 (21%).
- 后勤回归 (36%) 和随机森林 (32%) 是最常用的机器学习模型,主要使用电子健康记录 (79%).
结论:
- 人工智能显示出改善心血管疾病诊断,预后和风险分层的巨大潜力.
- 进一步的研究对于验证AI在精密心血管医学中的临床实用性和有效性至关重要.
- 本综述为人工智能驱动的精密心血管医学研究人员提供了全面的概述和见解.
相关概念视频
Equipments Used To Measure Blood Pressure
1.1K
Direct Method
This invasive approach involves cannulating a peripheral artery. During each cardiac contraction, pressure generates mechanical motion within the catheter, transmitted through rigid, fluid-filled tubing to a transducer. This transducer converts mechanical motion into electrical signals displayed as waveforms on a monitor. An automatic flushing system prevents blood backflow. Due to the potential risk of unexpected arterial blood loss, this method is primarily used in intensive...
This invasive approach involves cannulating a peripheral artery. During each cardiac contraction, pressure generates mechanical motion within the catheter, transmitted through rigid, fluid-filled tubing to a transducer. This transducer converts mechanical motion into electrical signals displayed as waveforms on a monitor. An automatic flushing system prevents blood backflow. Due to the potential risk of unexpected arterial blood loss, this method is primarily used in intensive...
1.1K
Errors occurring during blood pressure monitoring
764
Blood pressure monitoring is a crucial clinical procedure in diagnosing and managing various cardiovascular conditions. Despite its significance, the accuracy of blood pressure measurements can be compromised by multiple factors, potentially leading to either falsely high or low readings. These inaccuracies are critical as they can significantly impact patient care. So, it is vital to understand these challenges deeply and adopt strategic approaches to minimize errors.
Several factors...
Several factors...
764
Pre-Procedural Guidelines for Assessing Blood Pressure
595
Accurate blood pressure assessment is crucial for diagnosing and managing various health conditions. To ensure the reliability of these measurements, healthcare professionals must adhere to standardized pre-procedural guidelines. These guidelines enhance patient safety and improve the overall quality of healthcare. The following steps are essential for obtaining accurate and consistent blood pressure readings, from using the appropriate tools to ensuring effective communication with the...
595
Blood Studies for Cardiovascular System I: Cardiac Biomarkers
201
Cardiac biomarkers are enzymes, proteins, and hormones released into the blood when cardiac cells are injured. They are powerful tools for triaging.
The essential diagnostic tools for detecting myocardial necrosis and monitoring individuals suspected of having acute coronary syndrome (ACS) include:
Troponins
Troponins, particularly cardiac troponins I and T, are the most precise and sensitive markers of myocardial injury. They are detectable within 4-6 hours of myocardial injury and remain...
The essential diagnostic tools for detecting myocardial necrosis and monitoring individuals suspected of having acute coronary syndrome (ACS) include:
Troponins
Troponins, particularly cardiac troponins I and T, are the most precise and sensitive markers of myocardial injury. They are detectable within 4-6 hours of myocardial injury and remain...
201


