评估GPT-4o和谷歌双子座对运动员提供关于睡眠教育的建议:比较评估研究
Lukas Masur1, Matthew Driller2, Haresh Suppiah2
1Department of Sports Science and Movement Pedagogy, Technische Universität Braunschweig, Pockelsstraße 11, Braunschweig, 38106, Germany, 49 531 391 3432.
JMIR formative research
|July 8, 2025
概括
大型语言模型 (LLM) 为运动员提供了低于最佳的睡眠建议,尽管更高的输入细节提高了质量. GPT-4o的表现优于谷歌双子,突出了对人工智能产生的睡眠建议的具体性和专家审查的需要.
科学领域:
- 运动科学 运动科学 运动科学
- 人工智能的人工智能
- 睡眠医学 睡眠医学
背景情况:
- 睡眠不足是运动员的一个重要问题,影响训练适应和表现.
- 大型语言模型 (LLM) 为运动员睡眠教育提供了潜在的可扩展解决方案.
研究的目的:
- 评估公开可用的LLMs的睡眠建议的质量.
- 为了确定建议的质量是否随着输入信息的细节性而变化.
主要方法:
- 两个LLM (ChatGPT-4o和谷歌双子) 得到了不同输入细分度 (低和高) 的提示.
- 经验丰富的评级人员根据10个睡眠标准评估了8个生成的建议.
- 统计分析包括弗里德曼测试和弗莱斯测试,用于测量器间可靠性.
主要成果:
- 总体而言,GPT-4o的表现优于Google Gemini,并且通过高输入细分度获得了更高的评分.
- 输入细分度高的推比细分度低的推获得了明显更好的评分.
- 评价者之间的可靠性是相当的 (弗莱斯 κ = 0.280).
结论:
- 两种LLM都提供了不理想的睡眠建议,GPT-4o表现更好.
- 增加输入细节性显著改善了两种LLM的推质量.
- 具体性和专家监督对于将AI整合到运动员睡眠教育中至关重要.
更多相关视频
05:51Assessing the Accuracy of Fitness Smartwatch Data for Cardiovascular and Physical Activity Monitoring: A Validation Study in Digital Health
Published on: February 21, 2025
677
08:36Collecting Sleep, Circadian, Fatigue, and Performance Data in Complex Operational Environments
Published on: August 8, 2019
12.1K
相关概念视频
Understanding Sleep
515
Sleep, an essential biological state, involves significant reductions in physical activity, sensory awareness, and interaction with the environment. This complex physiological process is primarily regulated by specific brain regions, notably the hypothalamus and pons, which govern the sleep-wake cycle or circadian rhythm.
The circadian rhythm, a nearly 24-hour cycle, is deeply influenced by environmental light cues. Light exposure directly affects the hypothalamus, which in turn regulates...
The circadian rhythm, a nearly 24-hour cycle, is deeply influenced by environmental light cues. Light exposure directly affects the hypothalamus, which in turn regulates...
515
Substance Use Disorders Affecting Sleep
225
Substance use disorders involve a pattern of using drugs more extensively than intended and continuing use despite harmful consequences. This includes legal substances like alcohol and nicotine, as well as illegal drugs. These disorders often involve both physical and psychological dependence, reflecting compulsive use of substances that significantly alter thoughts, feelings, and behaviors, contributing to a major public health issue.
Understanding the concepts of physical dependence,...
Understanding the concepts of physical dependence,...
225
Sleep-Wake Cycles
1.6K
Sleep is an essential physiological process vital to maintaining overall well-being. The reticular activating system (RAS), a network of neurons in the brainstem, regulates wakefulness and sleep. While it may seem passive, sleep consists of distinct cycles, each with its unique characteristics and functions. Two key sleep phases are non-rapid eye movement (NREM) and rapid eye movement (REM).
NREM Sleep
NREM sleep comprises four progressive stages that seamlessly merge:
NREM Sleep
NREM sleep comprises four progressive stages that seamlessly merge:
1.6K
Management of Insomnia
327
The sleep cycle, an integral part of human health, consists of several stages with distinct characteristics and functions. It begins with a transition from wakefulness to sleep, known as the light sleep phase, followed by the restorative deep sleep phase, essential for physical recovery and growth. The cycle concludes with the Rapid Eye Movement (REM) phase, characterized by high brain activity and vivid dreaming. Insomnia, a prevalent sleep disorder, involves difficulty falling asleep, staying...
327
Insufficient Sleep and Sleep Deprivation
222
Insufficient sleep refers to not getting the recommended amount of sleep for optimal functioning, even if it's just slightly less than needed. Sleep insufficiency may occur due to lifestyle choices, such as staying up late for social events or work, resulting in routinely getting less sleep than required. For example, consistently sleeping 6 hours when the body needs 7-9 hours can lead to cumulative effects on health and well-being.
Sleep deprivation is a more severe form of sleep loss...
Sleep deprivation is a more severe form of sleep loss...
222
