当隔膜欺骗时:人工智能标记的肺下输液并通过超声波确认
Sergio Miravent1,2, Sofia M Silva2, Manuel J Navarro1
1Department of Basic Emergency Service, Vila Real de Santo António Health Center, Algarve Local Health Unit, Vila Real de Santo António, PRT.
Cureus
|March 11, 2026
概括
人工智能 (AI) 可以误解微妙的胸部X射线发现,如肺下液. 胸部超声波对于在AI信心较低或发现异常时确认诊断至关重要.
科学领域:
- 放射学 放射学是一门学科.
- 人工智能在医学中的应用
- 医疗成像医学成像
背景情况:
- 胸部X射线图对于诊断胸部疾病至关重要,特别是在紧急护理中.
- 人工智能 (AI) 有助于解释胸部X射线图,但有局限性.
- 微妙的发现可以挑战AI的准确性.
研究的目的:
- 报告一个AI错误地分类了肺下肺液的病例.
- 突出多式联动成像相关性的重要性.
- 强调AI作为临床辅助的作用,而不是独立的诊断工具.
主要方法:
- 案例报告详细介绍了人工智能对胸部X射线图的解释.
- 使用胸部超声波来确认肺下输液.
- 视觉估计腹腔液的范围.
主要成果:
- 人工智能正确识别了双边的多流,但低估了右侧的参与.
- 右侧的肺下液体模仿了半膜升高,降低了AI的信心.
- 胸部超声波证实了肺下输液,防止了误诊.
结论:
- 人工智能系统可能会面临非典型表现的挑战,例如肺下液.
- 胸部超声波对于确认微妙或不一致的放射性发现是有价值的.
- 医生应考虑出现半膜升高的肺下液,并使用超声波进行确认.
相关概念视频
Assessment of the Abdomen I: Inspection and Auscultation
2.7K
Introduction
The abdominal examination is a cornerstone of clinical medicine, serving as a critical tool in diagnosing various gastrointestinal (GI) diseases. It involves a systematic approach that includes inspection and auscultation, each with distinct yet complementary roles in assessing the abdomen. This article will delve into these two primary methods healthcare professionals use to examine the abdomen.
Inspection of the Abdomen
The first step in any abdominal examination is inspection....
The abdominal examination is a cornerstone of clinical medicine, serving as a critical tool in diagnosing various gastrointestinal (GI) diseases. It involves a systematic approach that includes inspection and auscultation, each with distinct yet complementary roles in assessing the abdomen. This article will delve into these two primary methods healthcare professionals use to examine the abdomen.
Inspection of the Abdomen
The first step in any abdominal examination is inspection....
2.7K
Aneurysm II: Clinical Manifestations and Diagnostic Studies
475
Thoracic, aortic arch and abdominal aneurysms are significant vascular conditions that can present with various clinical manifestations and lead to serious complications. Understanding these manifestations and the appropriate diagnostic studies is essential for effective management and treatment.Thoracic Aortic AneurysmsThoracic aortic aneurysms often remain asymptomatic until they reach a size that impinges on adjacent structures. They typically cause deep, diffuse chest pain that radiates to...
475
Ultrasonography
8.2K
Ultrasonography is an imaging technique that uses high-frequency sound waves to visualize the body's internal structures. It is a non-invasive and safe procedure that does not involve the use of ionizing radiation, making it widely used in various medical fields. Ultrasonography is used to study heart function, blood flow in the neck or extremities, certain conditions such as gallbladder disease, and fetal growth and development.
During an ultrasonography procedure, a handheld device called...
During an ultrasonography procedure, a handheld device called...
8.2K
Aortic Regurgitation II: Clinical Features and Diagnostic Tests
752
Aortic valve regurgitation (AR) occurs when the aortic valve fails to close properly, allowing blood to flow backward from the aorta into the left ventricle. This backflow can result in two distinct clinical presentations: acute and chronic AR, each characterized by its own set of symptoms and physical findings.Acute Aortic RegurgitationAcute AR presents with a sudden onset of severe symptoms. Patients typically experience profound dyspnea (shortness of breath), chest pain, and signs of left...
752
Ultrasound II: Endoscopic Ultrasound and FibroScan
954
Endoscopic Ultrasound (EUS) and FibroScan are valuable diagnostic tools in gastroenterology and hepatology, each with specific applications and techniques.
Endoscopic Ultrasound (EUS):
Endoscopic Ultrasound (EUS):
954
Pleural Effusion I: Introduction
5.1K
Pleural effusion is an abnormal fluid accumulation in the pleural cavity, a narrow space between the lungs and the chest wall. It is not a disease per se but rather a symptom or indication of an underlying disease. In normal circumstances, this space contains a small amount of fluid (5 to 15 mL), a lubricant facilitating the non-frictional movement of the pleural surfaces.
There are two main types of pleural effusion: transudative and exudative. They are differentiated using Light's...
There are two main types of pleural effusion: transudative and exudative. They are differentiated using Light's...
5.1K


