人工智能是否为诊断病带来了新的见解? - - 一个系统性审查
Sergiu-Ciprian Matei1,2, Sorin Olariu1,2, Ana-Maria Ungureanu3,4
1Abdominal Surgery and Phlebology Research Center, "Victor Babeș" University of Medicine and Pharmacy, 300041 Timișoara, Romania.
Biomedicines
|April 29, 2025
概括
人工智能 (AI) 显著改善了静脉疾病诊断,达到90%以上的准确性,并将分析时间缩短了50%. 这项技术提高了诊断的一致性,并检测慢性静脉疾病 (CVD) 和深静脉血栓 (DVT) 的微妙异常.
科学领域:
- 医疗成像医学成像
- 人工智能在医学中的应用
- 血管诊断 血管诊断 血管诊断
背景情况:
- 人工智能 (AI) 正在彻底改变医学诊断,特别是复杂的疾病.
- 静脉病理,包括慢性静脉疾病 (CVD),静脉逆流和深静脉血栓 (DVT),存在诊断方面的挑战.
- 人工智能有可能提高静脉诊断的准确性,工作流效率和临床决策.
研究的目的:
- 评估人工智能算法在诊断静脉疾病中的有效性和可行性.
- 探索AI对静脉病理诊断临床实践的影响.
主要方法:
- 对人工智能在静脉病理诊断中的应用进行了全面的文献审查.
- 在多个电子数据库中进行了搜索:MEDLINE/PubMed,科学网,Scopus,Embase,ResearchGate和谷歌学者.
- 分析了涉及1000多名患者的9项主要研究的结果.
主要成果:
- 人工智能算法显示,静脉病理的诊断准确率超过90%.
- 人工智能显著降低了观察者之间的变化,并提高了解释超声波图像的一致性.
- 人工智能加速了诊断工作流程,将图像分析时间缩短了50%以上,并检测到微妙的异常.
- 人工智能识别了轻微的静脉反流和早期的血栓,在手动评估中经常错过.
结论:
- 人工智能是诊断和管理静脉疾病的变革性创新.
- 人工智能提高了诊断准确度,简化了工作流程,并使个性化患者护理成为可能.
- 未来的发展包括将人工智能集成到超声波设备中,多式联络数据融合,疾病进展的预测分析以及大规模数据集构建.
更多相关视频
04:09Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
Published on: October 10, 2018
8.2K
08:20Author Spotlight: AI-Driven Trypanosome Species Detection from Microscopic Images
Published on: October 27, 2023
1.3K
相关概念视频
01:29Issues And Trends In Healthcare Delivery System
6.5K
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...
6.5K
01:10Documentation of Nursing Diagnosis
1.8K
The nurse documents nursing diagnoses and enters them into the patient record. The identified patient's nursing diagnosis is either written out with a plan of care or entered into the electronic health record.
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
1.8K
01:20Introduction to Cognitive Psychology
2.7K
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
2.7K