在医学物理学和放射性瘤学中对人工智能的概述
Jiali Liu1,2, Haonan Xiao3, Jiawei Fan4,5,6
1Department of Clinical Oncology, The University of Hong Kong-Shenzhen Hospital, Shenzhen, China.
Journal of the National Cancer Center
|July 22, 2024
概括
人工智能 (AI) 正在迅速发展并改变放射治疗. 这篇概述探讨了当前的人工智能应用,未来的研究方向,以及在医学物理和放射治疗中的模型解释性等挑战.
科学领域:
- 医学物理 医学物理
- 放射疗法是一种放射治疗.
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 显示出在医学领域的快速发展和广泛应用.
- 放射治疗是受益于人工智能集成的一个关键领域.
研究的目的:
- 在放射治疗中提供AI应用的概述.
- 突出对放射治疗中人工智能的有影响力的未来研究方向.
- 讨论临床AI实施中的挑战.
主要方法:
- 在放射治疗中AI应用的文献综述.
- 分析当前的研究趋势和未来的潜力.
- 讨论诸如稳定性和可解释性等挑战.
主要成果:
- 人工智能越来越多地被用于放射治疗的各个方面.
- 关键的研究方向包括加强治疗规划和治疗.
- 在AI模型验证和理解方面,临床采用面临障碍.
结论:
- 人工智能具有很大的潜力,可以促进放射治疗和医学物理学的发展.
- 解决稳定性和可解释性对于临床翻译至关重要.
- 未来的研究应该专注于开发可靠和可理解的AI工具用于放射治疗.
相关概念视频
Positron Emission Tomography
4.1K
Positron emission tomography (PET) is a medical imaging technique involving radiopharmaceuticals — substances that emit short-lived radiation. Although the first PET scanner was introduced in 1961, it took 15 more years before radiopharmaceuticals were combined with the technique and revolutionized its potential.
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
4.1K
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
X-ray Imaging
5.5K
German physicist Wilhelm Röntgen (1845–1923) was experimenting with electrical current when he discovered that a mysterious and invisible "ray" would pass through his flesh but leave an outline of his bones on a screen coated with a metal compound. In 1895, Röntgen made the first durable record of the internal parts of a living human: an "X-ray" image (as it came to be called) of his wife’s hand. Scientists worldwide quickly began their own experiments with...
5.5K


