人工智能在神经放射学中的挑战和潜力
Anthony J Winder1,2, Emma Am Stanley3,4,5,6, Jens Fiehler7
1Department of Radiology, University of Calgary, Calgary, Canada. anthony.winder@ucalgary.ca.
Clinical neuroradiology
|January 29, 2024
概括
清晰的科学报告对于人工智能 (AI) 在医疗保健中的广泛采用至关重要. 透明的报告确保了研究人员,提供者和患者对医疗AI进步的支持.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 科学沟通科学沟通
背景情况:
- 人工智能 (AI) 是一个快速发展的领域,对医学研究和公共卫生有重大影响.
- 医疗保健行业正处于一个关键的关键时刻,利益相关者正在形成关于人工智能集成的意见和政策.
- 成功部署人工智能需要医学研究人员,医疗保健提供者,保险公司,监管机构和患者的广泛支持.
研究的目的:
- 强调清楚和透明的科学报告的重要性,以促进对医疗AI的支持.
- 倡导从人工智能研究和开发的早期阶段建立强有力的报告标准.
主要方法:
- 对AI软件产品生命周期中科学报告的现有指导方针和文献进行审查.
- 在急性缺血性中风的预测性组织结果建模领域内AI报告原则的上下文化.
主要成果:
- 将人工智能研究转化为临床实践的挑战包括模型设计,验证,监管障碍以及供应商对有效性和成本的担忧.
- 这些挑战也为有影响力的研究提供了机会,以加快人工智能的采用.
- 建立和遵守报告标准是所有利益相关者共同承担的责任.
结论:
- 透明的科学报告对于建立信任和促进AI在医疗保健中的整合至关重要.
- 通过严格的报告来解决人工智能开发和验证方面的挑战,将加速临床采用.
- 共同遵守报告标准对于医疗人工智能的负责任发展至关重要.
更多相关视频
12:50Lesion Explorer: A Video-guided, Standardized Protocol for Accurate and Reliable MRI-derived Volumetrics in Alzheimer's Disease and Normal Elderly
Published on: April 14, 2014
40.3K
15:18Making MR Imaging Child's Play - Pediatric Neuroimaging Protocol, Guidelines and Procedure
Published on: July 30, 2009
18.2K
相关概念视频
01:14Brain Imaging
232
Brain imaging technologies provide critical insights into both the structure and function of the human brain, enabling medical professionals and researchers to diagnose, study, and treat neurological disorders or psychiatric disorders more effectively.
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans), magnetic resonance imaging (MRI), functional magnetic resonance imaging (fMRI), and Transcranial Magnetic...
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans), magnetic resonance imaging (MRI), functional magnetic resonance imaging (fMRI), and Transcranial Magnetic...
232
01:24Magnetic Resonance Imaging
5.2K
Magnetic resonance imaging (MRI) is a noninvasive medical imaging technique based on a phenomenon of nuclear physics discovered in the 1930s, in which matter exposed to magnetic fields and radio waves was found to emit radio signals. In 1970, a physician and researcher named Raymond Damadian noticed that malignant (cancerous) tissue gave off different signals than normal body tissue. He applied for a patent for the first MRI scanning device in clinical use by the early 1980s. The early MRI...
5.2K