深度学习提高了医生在全面检测胸部X射线异常方面的准确性
Pamela G Anderson1, Hannah Tarder-Stoll2, Mehmet Alpaslan2
1Imagen Technologies, 224 W 35th St Ste 500, New York, NY, 10001, USA. pami.anderson@imagen.ai.
Scientific reports
|October 25, 2024
概括
一个人工智能 (AI) 系统显著提高了医生胸部X射线解释的准确性. 这种人工智能工具有助于检测异常,减少错误,提高放射质量.
科学领域:
- 放射学 放射学是一门学科.
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 胸部X射线是最常见的医学成像程序.
- 医生误解胸部X射线是一个常见的问题.
- 人工智能为改善诊断准确性提供了潜在的解决方案.
研究的目的:
- 为了展示FDA批准的AI系统,用于胸部X射线异常检测.
- 评估人工智能系统的性能及其对医生准确性的影响.
- 评估人工智能系统的通用性和效率.
主要方法:
- 在大型数据集上使用深度学习算法开发和验证了一个AI系统.
- 在公开可用的胸部X射线数据上测试了AI概括性.
- 医生的准确性 (辅助与无辅助) 和评估速度的比较.
主要成果:
- 人工智能系统在检测异常方面表现出很高的准确性 (AUC:0.976) 和很好的概括性 (AUC:0.975).
- 在AI的帮助下,医生在检测准确度上显著改善 (AUC差异:0.101,p < 0.001).
- 非放射科医生在人工智能协助下实现了放射科医生水平的准确性,并更快地评估了X射线.
结论:
- 人工智能系统在减少医生在胸部X射线解释中的错误方面是准确和有效的.
- 人工智能有可能提高获得快速,高质量的放射图解的机会.
- 人工智能辅助解释可以提高诊断结果和医学成像效率.
相关概念视频
Radiological Investigation I: X-ray and CT
214
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...
214
Imaging Studies for Cardiovascular System III: X-Ray
149
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...
149
X-ray Imaging
5.4K
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...
5.4K
Respiratory System Abnormal Finding I: Inspection and Percussion
207
Respiratory system abnormalities are a significant concern in healthcare due to their potential to indicate underlying severe conditions like Chronic Obstructive Pulmonary Disease (COPD), asthma, and pneumonia. These abnormalities can often be detected through physical examination methods like inspection and percussion.
Inspection Findings
During an inspection, several findings may suggest the presence of respiratory distress or disease. Pursed-lip breathing, where exhalation is slowed by...
Inspection Findings
During an inspection, several findings may suggest the presence of respiratory distress or disease. Pursed-lip breathing, where exhalation is slowed by...
207
Assessment of Airway, Skin Color, and Use of Accessory Muscles
976
A thorough assessment of respiratory health is paramount in clinical settings to identify and manage respiratory distress and ensure adequate oxygenation. This article elaborates on the critical aspects of respiratory evaluation, including airway assessment, skin color examination, and the observation of accessory muscle use, which are integral to effectively diagnosing and managing patients with respiratory conditions.
Introduction
The initial evaluation of a patient's respiratory system...
Introduction
The initial evaluation of a patient's respiratory system...
976
Computed Tomography
4.3K
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
4.3K


