在r/Cochlear Implants Subreddit中对耳植入物的情感分析
Rose Dimitroyannis1, Ethan Oliver2, Ringo Leung1
1Pritzker School of Medicine University of Chicago Chicago Illinois USA.
OTO open
|September 22, 2025
概括
在Reddit上对耳植入物 (CI) 的在线情绪分析显示,通常是积极的或中立的观点. 然而,最近负面情绪有所增加,可能与更广泛的CI采用有关.
科学领域:
- 听力学和耳鼻喉学
- 医疗技术 医疗技术 医学技术
- 数字健康和社交媒体分析
背景情况:
- 耳植入物 (CI) 对于感觉神经听力损失康复至关重要,其候选人范围不断扩大,技术也在不断改进.
- 尽管取得了进展,但CI的利用仍然不够理想,需要了解公众的看法.
- 像Reddit这样的在线平台为用户对医疗设备的情绪提供了独特的见解.
研究的目的:
- 为了分析Reddit社区r/Cochlearimplants中关于耳植入物 (CI) 的表达情绪.
- 通过时间来识别CI情绪的趋势,并将情绪与参与度指标相关联.
主要方法:
- 从r/Cochlear植入器收集和分析了1068个帖子 (2024年10月至11月).
- 使用自然语言处理工具 (TextBlob,VADER) 来评估情绪 (积极,中立,负面).
- 检查了元数据,包括日期,评论和上调投票;分析了情绪分布和字数相关性.
主要成果:
- 对来自420个独特海报的1068个条目 (2019-2024) 的分析显示,大多数是积极的 (VADER: 52.9%) 或中性的 (TextBlob: 87%).
- 与前几年相比,在2024年观察到负面情绪的显著增加 (P < .001).
- 负面的帖子有更高的词数,而积极的帖子获得了更多的支持票.
结论:
- 对于耳植入物的在线情绪主要是中性到积极的,但显示了最近的负面趋势.
- 越来越多的负面情绪可能与CI利用率的增加有关,突出显示患者观点的不断变化.
- 了解在线情绪对于医疗保健提供者来说至关重要,以解决患者的担忧和打击错误信息.
相关概念视频
01:13The Cochlea
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The cochlea is a coiled structure in the inner ear that contains hair cells—the sensory receptors of the auditory system. Sound waves are transmitted to the cochlea by small bones attached to the eardrum called the ossicles, which vibrate the oval window that leads to the inner ear. This causes fluid in the chambers of the cochlea to move, vibrating the basilar membrane.
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01:11The Auditory Ossicles
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The auditory ossicles of the middle ear transmit sounds from the air as vibrations to the fluid-filled cochlea. The auditory ossicles consist of two malleus (hammer) bones, two incus (anvil) bones, and two stapes (stirrups), one on each side. These bones develop during the fetal stage and are the ones to ossify first. They are fully mature at birth and do not grow afterward.
The aptly named stapes look very much like a stirrup. The three ossicles are unique to mammals, and each plays a role in...
The aptly named stapes look very much like a stirrup. The three ossicles are unique to mammals, and each plays a role in...
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