相关实验视频
Updated: Jul 4, 2025

09:09
In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
1.7K
人工智能在心力衰竭中:朋友还是敌人?
Angeliki Bourazana1, Andrew Xanthopoulos1, Alexandros Briasoulis2
1Department of Cardiology, University Hospital of Larissa, 41110 Larissa, Greece.
Life (Basel, Switzerland)
|January 26, 2024
概括
人工智能 (AI) 在心力衰竭护理中提供了潜力,但面临着挑战. 解决数据质量和模型偏差对于心血管医学中准确的AI工具至关重要.
科学领域:
- 心血管医学 心血管医学
- 医疗人工智能 医疗人工智能
背景情况:
- 人工智能 (AI) 正在迅速改变心血管医学.
- 心力衰竭管理对人工智能集成提出了独特的挑战.
研究的目的:
- 审查人工智能在心力衰竭中的当前应用.
- 确定AI在这个领域的关键挑战和局限性.
主要方法:
- 对心力衰竭中人工智能应用的文献综述.
- 诊断算法的分析和治疗分类.
- 检查数据质量,偏差和可解释性问题.
主要成果:
- 人工智能看起来很有前途,但受到"垃圾进,垃圾出"问题的阻碍.
- 在心力衰竭诊断模型和依赖左心室喷射率 (LVEF) 中存在差异.
- 实施的挑战包括数据的变化,偏见和有限的医生信任.
结论:
- 人工智能可以增强临床医生的心力衰竭治疗能力.
- 优先考虑数据准确性和解决模型限制对于有效的AI集成至关重要.
- 需要进一步的研究来克服目前临床实践中的AI障碍.
相关概念视频
Heart Failure Drugs: Inhibitors of Renin-Angiotensin System
431
The activation of the sympathetic nervous system and the renin-angiotensin-aldosterone system (RAAS) contributes to cardiac remodeling, and inhibiting the RAAS is a pharmacological target in heart failure management. As a result, neurohumoral modulation is a crucial treatment principle for managing heart failure. This approach involves using medications like ACE inhibitors (ACEIs), angiotensin receptor blockers (ARBs), β-blockers, mineralocorticoid receptor antagonists (MRAs), and neutral...
431
Pathophysiology of Heart Failure
1.6K
Heart failure (HF) is a progressive syndrome involving ventricles that leads to inadequate cardiac output. It can be classified based on location and output or ejection fraction. Ejection fraction (EF) is an essential measurement in the diagnosis and surveillance of HF. Reduced EF corresponds to systolic heart failure (HFrEF). However, HF with preserved ejection fraction (HFpEF) is becoming increasingly prevalent. Also known as diastolic HF, this form of HF is related to aging. The...
1.6K
Heart Failure Drugs: Inotropic Agents
588
Positive inotropic agents are commonly used as the first line of treatment for heart failure. One such agent is digoxin, derived from the genus Digitalis, which has been known for centuries but effectively utilized since 1785. However, these cardiac glycosides can have potentially toxic effects due to their mechanism of action, which involves inhibiting Na+/K+-ATPase and increasing contractility. Digoxin is absorbed orally and distributed in various tissues, including the CNS. It has a long...
588
Heart Failure Drugs: β-Blockers
340
β-adrenergic antagonists, commonly known as β-blockers, block the effects of sympathetic neurotransmitters such as noradrenaline (NA) and adrenaline (ADR). They have several beneficial effects in heart failure treatment. They reduce heart rate, the force of contraction, and cardiac muscle relaxation. They also slow the atrial-ventricular conduction rate and raise the threshold for arrhythmias. The concentration of β-blockers determines their effects on bronchodilation,...
340
Heart Failure Drugs: Diuretics
381
Heart failure and kidney perfusion are interconnected in a complex way. Reduced renal perfusion and venous congestion are two significant factors that contribute to renal dysfunction in heart failure. The kidneys, primarily responsible for fluid balance in the body, are adversely affected due to compromised cardiac output and increased venous pressure. In response to reduced renal perfusion, the kidneys activate neurohumoral mechanisms to restore balance. However, these mechanisms can be...
381
Issues And Trends In Healthcare Delivery System
5.6K
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...
5.6K

