人工智能驱动胸部成像的伦理,监管和实际挑战
Juliana Barreto Caldas de Lima1, Ian Griffin2, Jessica Shapiro Gemmell2
1Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Seminars in roentgenology
|October 20, 2025
概括
人工智能 (AI) 通过提高准确性和工作流程来改善胸部成像. 解决诸如偏见,隐私和监管等挑战是放射学中负责任的人工智能采用的关键,以获得更好的患者结果.
科学领域:
- 放射学 放射学是指放射学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 为改善胸部成像提供了显著的潜力.
- 人工智能可以提高诊断准确度,简化放射科医生的工作流程,并个性化患者护理.
研究的目的:
- 检查阻碍人工智能在胸部成像中采用人工智能的障碍.
- 讨论与人工智能实施相关的伦理,监管和实际挑战.
- 提出在放射学中负责任地整合人工智能的战略.
主要方法:
- 审查当前文献和专家对胸部成像AI的观点.
- 分析包括偏见,透明度,问责制和数据隐私在内的挑战.
- 监管途径的探索和实际整合考虑.
主要成果:
- 关键障碍包括道德问题 (偏见,公平),监管障碍 (批准,适应性) 和实际问题 (工作流集成,概括性,成本).
- 解决这些问题需要跨学科的合作,强大的验证和放射科医生的持续教育.
结论:
- 在胸部成像中负责任地采用人工智能对于充分发挥其潜力至关重要.
- 克服所识别的挑战将导致改善患者的治疗结果和改进的诊断过程.
- 持续的学习和适应对于成功将人工智能工具集成到临床实践中至关重要.
相关概念视频
Issues And Trends In Healthcare Delivery System
6.1K
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...
6.1K
Radiological Investigation I: X-ray and CT
1.0K
Radiological investigations, including X-rays and computed tomography (CT) scans, are critical for diagnosing and evaluating various medical conditions. These imaging techniques provide valuable insights into the body's internal structures, aiding in the detection of abnormalities, assessment of disease progression, and development of treatment strategies. This article delves into two primary radiological investigations, chest X-rays and CT scans, outlining their purpose, procedures, and...
1.0K
Imaging Studies for Cardiovascular System III: X-Ray
464
The most common cardiovascular diagnostic test is an X-ray. It produces images of the heart, blood vessels, and adjacent structures.
Definition and Purpose
An X-ray, or radiograph, is a non-invasive method that uses ionizing radiation to take images of internal structures. It is mainly used in cardiac imaging to examine the heart, lungs, and major blood vessels, aiming to identify abnormalities in the heart's size, shape, and position, such as heart failure, congenital defects, and vascular...
Definition and Purpose
An X-ray, or radiograph, is a non-invasive method that uses ionizing radiation to take images of internal structures. It is mainly used in cardiac imaging to examine the heart, lungs, and major blood vessels, aiming to identify abnormalities in the heart's size, shape, and position, such as heart failure, congenital defects, and vascular...
464
Radiological Investigation II: MRI and Ventilation Perfusion Scan
526
Description
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
526


