对甲状腺超声波报告错误检测中的ChatGPT的评估:与超声波医生进行比较研究
Zhirong Xu1, Jiayi Ye2, Weiwen Luo3
1Department of Ultrasound, Second Affiliated Hospital of Fujian Medical University, Quanzhou, China.
Digital health
|March 17, 2025
概括
在检测ACR TIRADS超声报告中的错误方面,GPT-4o的准确性与经验丰富的医生相美. 这种人工智能工具显著减少了报告生成时间,有助于诊断准确性和支持初级住院人员.
科学领域:
- 医学成像人工智能 医学成像人工智能
- 放射学报告 分析 分析
- 医疗保健中的人工智能
背景情况:
- 在医学诊断中评估AI性能.
- 评估GPT-4o在ACR TIRADS超声报告中的错误检测.
- 研究AI在简化医疗报告生成方面的潜力.
研究的目的:
- 评估 GPT-4o 在 ACR TIRADS 超声报告中识别错误的准确性.
- 为了比较GPT-4o的错误检测能力与超声波医生.
- 评估GPT-4o对减少医疗报告生成时间的影响.
主要方法:
- 对200份甲状腺超声波报告进行了回顾性分析.
- 将GPT-4o的错误检测与不同经验水平的医生进行比较.
- 测量GPT-4o和人类阅读器的报告处理时间.
主要成果:
- GPT-4o实现了90.0%的错误检测,相当于高级医生 (93.0%).
- 总体而言,GPT-4o的错误检测率与医生相似 (p=0.098到0.866).
- GPT-4o处理报告的速度明显更快 (0.79小时对1.8-3.1小时,p<0.001).
结论:
- GPT-4o显示了与经验丰富的医生相比的诊断错误检测.
- GPT-4o显著提高了报告处理效率.
- GPT-4o是提高诊断准确度和协助初级医务人员的宝贵工具.
相关概念视频
01:17Ultrasonography
4.3K
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...
4.3K
01:20Ultrasound I: Abdominal Ultrasonography
146
Introduction:
Abdominal ultrasonography, commonly known as abdominal ultrasound, is a vital, non-invasive medical imaging technique widely used in healthcare.
Procedure:
This diagnostic tool allows the clinician to visually inspect internal structures within the abdomen, including vital organs such as the liver, gallbladder, pancreas, kidneys, and spleen.
The abdominal ultrasound process begins with applying a special gel to the patient's skin over the abdomen. This gel enhances the...
Abdominal ultrasonography, commonly known as abdominal ultrasound, is a vital, non-invasive medical imaging technique widely used in healthcare.
Procedure:
This diagnostic tool allows the clinician to visually inspect internal structures within the abdomen, including vital organs such as the liver, gallbladder, pancreas, kidneys, and spleen.
The abdominal ultrasound process begins with applying a special gel to the patient's skin over the abdomen. This gel enhances the...
146