在初级保健中评估专家推分拣的大型语言模型:使用耳鼻喉病情景的定量研究
Sholem Hack1, Rebecca Attal1, David Yogev2
1City St. George's University London School of Medicine, Program Delivered by University of Nicosia at the Chaim Sheba Medical Center, Ramat Gan 52621, Israel.
Family practice
|November 27, 2025
概括
人工智能 (AI) 在帮助初级保健转诊决策方面表现有前途. 结构化的输入对于人工智能工具来说至关重要,以确保安全可靠的专家分拣,特别是耳鼻喉疾病.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 临床决策支持系统 临床决策支持系统
背景情况:
- 初级保健提供者在专家推分拣方面面临挑战,导致延误和系统压力.
- 人工智能 (AI) 提供了改善初级保健中转诊决策的机会.
- 及时和有效的专家转诊对于患者的治疗结果至关重要.
研究的目的:
- 评估两个人工智能模型的性能和可靠性,作为转介决策支持工具.
- 评估AI模型对涉及耳鼻喉 (ENT) 疾病的模拟初级保健场景的反应.
- 使用结构化的临床与非正式的患者语言提示来比较AI模型性能.
主要方法:
- 使用了16个临床标记 (常见/高风险的ENT陈述).
- 人工智能模型以结构化的临床和非正式的患者语言格式获得了输入.
- 耳鼻喉科医生和外科医生使用标准化标签来评估答案.
主要成果:
- 这两种AI模型都提供了安全和适当的转介建议,并提供了结构化的输入.
- 两种人工智能模型之间没有发现显著的性能差异.
- 一个人工智能模型的性能随着非正式语言提示而下降;审查员的同意率很高.
结论:
- 人工智能决策支持工具可以帮助初级保健专家推分拣.
- 结构化,清晰的输入对于最大限度地提高AI安全性和推的可靠性至关重要.
- 人工智能有可能提高医疗推的效率和准确性.
相关概念视频
01:22Cardiopulmonary Resuscitation II: ACLS Airway Management
490
Airway management is a key skill in emergency and critical care settings, as maintaining a clear airway is essential for adequate oxygenation and ventilation.Head Tilt-Chin Lift TechniqueThe head tilt-chin lift maneuver is an essential technique primarily used in patients without suspected cervical spine injuries. To perform this maneuver, one hand is placed on the patient’s forehead, and gentle pressure is applied backward to tilt the head. The fingertips of the other hand are positioned...
490
01:30Cardiopulmonary Resuscitation V: Advanced Airway Management Techniques
441
Airway management is essential in emergency and surgical medicine, ensuring ventilation and oxygenation in patients who cannot maintain their own airway. Clinicians use a range of techniques and devices to secure the airway, depending on the patient’s condition and the clinical context. Key methods include endotracheal intubation, rapid sequence intubation (RSI), supraglottic airway devices, and advanced visualization aids. In cases where these approaches fail, surgical airway...
441