识别医生和神经疾病患者之间的感知差距,并使用机器学习预测这些差距
Genko Oyama1, Yuji Tomizawa2, Taiji Tsunemi3
1Department of Neurology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-8421, Japan. g_oyama@juntendo.ac.jp.
Scientific reports
|February 9, 2026
概括
这项研究确定了神经疾病患者及其医生之间的感知差距. 机器学习模型可以预测这些差距,改善以患者为中心的护理.
科学领域:
- 神经学 神经学
- 人工智能的人工智能
- 医疗保健服务研究 医疗服务研究
背景情况:
- 神经疾病患者和他们的医生之间有效的沟通和共享的理解对于以患者为中心的护理至关重要.
- 感知和沟通差距可能会阻碍最佳治疗和患者满意度.
研究的目的:
- 在患有帕金森病,多发性硬化症或的患者中识别和量化感知差距.
- 探索影响这些差距的因素.
- 使用机器学习开发这些差距的预测模型.
主要方法:
- 一个单一中心的观察性研究,涉及197名患者和12名医生.
- 在两次访问中使用问卷评估患者满意度,共享决策,日常生活活动和生活质量.
- 应用多个机器学习算法,包括k-最近邻居,来预测感知差距.
主要成果:
- 在患者满意度,共享决策,日常活动和生活质量方面发现了最小的感知差距.
- 医生的年龄,经验和患者负担显著影响了认知差距.
- k-最近邻近算法在预测患者和医生的感知差距方面显示出最高的准确性.
结论:
- 患有神经疾病的患者和他们的医生之间存在感知差距,但往往是最小的.
- 医生的特点和实践模式在这些感知差异中发挥着作用.
- 机器学习提供了一个有希望的方法来预测和解决这些差距,增强临床实践和患者和医生的理解.
更多相关视频
04:09Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
Published on: October 10, 2018
8.8K
08:58Label-Free Identification of Lymphocyte Subtypes Using Three-Dimensional Quantitative Phase Imaging and Machine Learning
Published on: November 19, 2018
13.1K
相关概念视频
Gap Junctions
57.3K
Multicellular organisms employ a variety of ways for cells to communicate with each other. Gap junctions are specialized proteins that form pores between neighboring cells in animals, connecting the cytoplasm between the two, and allowing for the exchange of molecules and ions. They are found in a wide range of invertebrate and vertebrate species, mediate numerous functions including cell differentiation and development, and are associated with numerous human diseases, including cardiac and...
57.3K
Gap Junctions
9.7K
The cytoplasm of adjacent animal cells can exchange small molecules, ions, and secondary messengers via the communication channels which form the gap junctions. These junctions comprise a few hundred to thousands of molecular channels, each made of two halves, called the connexon hemichannel. A connexon is a hexamer of six transmembrane connexin proteins, which assemble radially, thus forming a pore or channel in the center. One connexon hemichannel docks with a corresponding connexon on the...
9.7K
Subliminal Perception
804
Subliminal perception refers to the processing of sensory information that occurs below the level of conscious awareness. Researchers study subliminal perception by presenting a stimulus, such as a word or image, very quickly, typically around 50 milliseconds. This rapid presentation is often followed by another stimulus, such as a pattern of dots or lines, which blocks further mental processing of the initial stimulus. As a result, if participants cannot identify the initial stimulus better...
804
Factors Affecting Perception
2.8K
Perception is influenced by perceptual set, context, motivation, and emotion. Perceptual set, or perceptual expectancy, refers to the tendency to perceive things in a particular way, influenced by previous experiences and expectations. This phenomenon affects the interpretation of stimuli, creating a set of mental tendencies and assumptions that impact sensory perceptions of sound, taste, touch, and sight.
An illustrative example of a perceptual set is the scenario where an airline pilot told...
An illustrative example of a perceptual set is the scenario where an airline pilot told...
2.8K
Perception
1.2K
Perception is a fundamental psychological process that enables individuals to organize, interpret, and consciously experience sensory information. This process is crucial for understanding and interacting with the world around us. It includes both bottom-up and top-down processing, each playing a distinct role in how we perceive our environment.
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
1.2K
Gestalt Principles of Perception
1.3K
Gestalt principles provide a framework for understanding how humans perceive objects as unified wholes within their context. These principles are essential in explaining the cognitive processes that make sense of complex visual stimuli by organizing them into coherent groups. One fundamental principle is proximity, which posits that objects located close to each other are perceived as a collective group. For instance, when dots are positioned near one another, the visual system interprets them...
1.3K
