人类专家质量与大型语言模型生成的机械通风领域的多选择题
Sami Safadi1, Roxana Amirahmadi2, Abdulhakim Tlimat3
1Division of Nephrology and Hypertension, University of Minnesota, Minneapolis, MN; Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, University of Minnesota, Minneapolis, MN.
Chest
|July 20, 2025
概括
人工智能 (AI) 可以生成机械通风 (MV) 教育的多选择题 (MCQ),其质量与人类专家创建的质量相当. 这种人工智能辅助的方法为医学教育评估提供了一种节省时间和可扩展的替代方案.
科学领域:
- 医学教育 医学教育
- 医疗保健中的人工智能
- 临界护理医学 临界护理医学
背景情况:
- 机械通风 (MV) 知识的标准化评估方法在重症监护培训中缺乏.
- 传统的多项选择题 (MCQ) 开发是资源密集的.
- 生成型人工智能工具显示出简化MCQ创建的潜力,但其质量需要评估.
研究的目的:
- 为了确定ChatGPT生成的MCQ是否与人类专家 (HE) 创建的MV教育MCQ相比不逊色.
- 评估AI生成的MCQ与HE生成的MCQ的质量和相关性.
主要方法:
- 根据三个关键的MV主题和学习目标,使用ChatGPT (o1-预览模型) 创建了15个AI生成的MCQ.
- 31名教师专家对AI和HE生成的MCQ进行了对准,准确性,清晰度,分心和难度等方面的评估.
- 预先定义了一个非劣势差额,评估人员对问题的来源失明.
主要成果:
- 人工智能生成的MCQ在统计上与HE编写的MCQ相比没有劣势 (95%上 CI, [-1.15, ∞]).
- 受访者无法可靠地区分AI和HE产生的MCQ (P = .32).
结论:
- 人工智能生成的MCQ质量与人类专家为MV教育开发的MQQ质量相当.
- 人工智能辅助的MCQ生成为医学教育评估提供了一个高效和可扩展的替代方案.
- 这种方法即使在机械通风等高度专业化的医疗领域也是可行的.
相关概念视频
Mechanical Ventilation II: Invasive Ventilation
257
Ventilators are essential medical equipment used to aid patients with respiratory difficulties. Their primary function is to assist or replace spontaneous breathing by providing mechanical ventilation. There are two general classes of mechanical ventilators: negative-pressure and positive-pressure ventilators.
Negative-Pressure Ventilators
Negative-pressure ventilators create a vacuum around the chest or body to draw air into the lungs, simulating breathing. This method does not require an...
Negative-Pressure Ventilators
Negative-pressure ventilators create a vacuum around the chest or body to draw air into the lungs, simulating breathing. This method does not require an...
257
Mechanical Ventilation I: Indication and Settings
974
Mechanical ventilation is a life-saving technique for managing acute respiratory failure and other respiratory complications. The process involves using a machine known as a ventilator to supply oxygen to the lungs and assist in removing carbon dioxide. It serves as a bridge to long-term mechanical ventilation or a temporary measure until ventilatory support is discontinued. The ventilator can maintain this function for a prolonged period, providing critical support for patients until they can...
974
Ventilatory Modes
446
Mechanical ventilators are life-saving devices that support or replace spontaneous breathing. They deliver breaths to patients through varying methods known as ventilator modes. Understanding these modes is critical for healthcare providers managing patients with respiratory failure.
There are three ventilatory modes: full support, partial support, and spontaneous. These are described below.
Full Support Modes
Full support modes include controlled mechanical ventilation, continuous mandatory...
There are three ventilatory modes: full support, partial support, and spontaneous. These are described below.
Full Support Modes
Full support modes include controlled mechanical ventilation, continuous mandatory...
446
Mechanical Ventilation III: Noninvasive Ventilation
227
Noninvasive positive-pressure ventilation (NIPPV), continuous positive airway pressure (CPAP), and bilevel positive airway pressure (BiPAP) are essential methods in respiratory care. These ventilation techniques offer unique benefits for patients with various respiratory conditions, providing adequate support without requiring intubation. Let's explore how each method is crucial in improving patient outcomes and enhancing respiratory therapy.
Noninvasive Positive-Pressure Ventilation...
Noninvasive Positive-Pressure Ventilation...
227
Cardiopulmonary Resuscitation II: ACLS Airway Management
103
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...
103
Assessment of Ventilation II: Respiratory Depth and Rhythm
1.8K
Respiratory Depth
Respiratory depth measures the volume of air inhaled or exhaled during a breath. It can vary from shallow to deep and typically remains consistent when a person is at rest or asleep. Occasionally, individuals will automatically inhale deeply, known as sighing, which inflates the lungs with more air than normal breathing.
To assess respiratory depth, observe the degree of chest excursion or movement:
Respiratory depth measures the volume of air inhaled or exhaled during a breath. It can vary from shallow to deep and typically remains consistent when a person is at rest or asleep. Occasionally, individuals will automatically inhale deeply, known as sighing, which inflates the lungs with more air than normal breathing.
To assess respiratory depth, observe the degree of chest excursion or movement:
1.8K


