微血管减压和三神经疼痛:使用自然语言处理进行患者情绪分析
Farbod Niazi1, Lior M Elkaim2, Nima Mehdy Zadeh Khomami1
1Department of Medicine, Université de Montréal, Montreal, Quebec, Canada.
World neurosurgery
|October 1, 2023
概括
这项研究分析了关于三角神经疼痛微血管减压的Twitter讨论. 手术后患者的情绪在很大程度上是积极的,媒体内容推动了参与.
科学领域:
- 神经外科 神经外科
- 社交媒体分析 社交媒体分析
- 患者体验 患者体验
背景情况:
- 微血管减压 (MVD) 是三角神经疼痛 (TGN) 的成功治疗方法,但存在风险.
- 了解患者对MVD的看法对于改善护理至关重要.
研究的目的:
- 分析关于TGN患者MVD的Twitter讨论.
- 评估患者对MVD治疗的情绪和社交媒体上的参与.
主要方法:
- 在2022年4月的Twitter搜索中,从426个账户中发现了491条推文.
- 对推文进行了主题分析和情绪分析 (SA).
- 多变量回归确定了社交媒体参与度的预测因素.
主要成果:
- 大多数账户属于患者和公众 (70%).
- 关键主题包括研究和个人经验 (47%和33.4%).
- 手术后的推特显示,负面情绪显著下降,重点关注并发症.
- 有媒体 (照片/视频) 的推文有更高的参与度.
结论:
- 这是第一个使用SA评估患者对TGN通过Twitter对MVD的满意度的研究.
- 社交媒体数据可以为医生提供有关患者经验的信息,增强以患者为中心的护理.
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