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通过社交媒体情绪分析,评估患者对关节整形术的看法

Dominick Casciato¹, Marisa Boccabella¹, Danielle Pesavento¹

¹Orlando VA Medical Center, Orlando, FL, USA.

The Journal of foot and ankle surgery : official publication of the American College of Foot and Ankle Surgeons

|June 26, 2025

概括

关于全关节置换手术的社交媒体帖子绝对是积极的,重点是恢复更新. 患者应该意识到,负面经验可能被低估,可能会扭曲预期.

科学领域:

整形外科手术整形外科手术
数字健康数字健康
患者沟通患者沟通

背景情况:

患者越来越多地使用社交媒体平台获取健康信息.
患者寻求证词,以获得有关医疗程序的诊断和治疗见解.

研究的目的:

分析患者的情绪和社交媒体帖子的内容特征,涉及到关节整体置换.
了解这些在线讨论的主题,媒体类型,时间和作者.

主要方法:

在Facebook和Instagram上系统地搜索"脚置换",分析了300条帖子.
文章按主题,媒体类型,时间和作者分类.
使用自然语言处理和机器学习进行情感分析;用于统计学意义的千平方测试.

主要成果:

大多数职位 (81%) 是康复更新,主要来自术后阶段 (72%) 的患者 (82%).
总体而言,人们表达了积极的情绪 (72%),重点是感恩和恢复庆祝活动.
平台之间在情绪或媒体类型上没有显著差异,但在时间,作者和主题上存在差异 (p < 0.001).

结论:

社交媒体以积极的态度描绘了全关节置换,这是由患者的康复叙述所驱动的.
外科医生应该向患者提供关于在线推中潜在偏见的建议,以确保明智的决策.

关键词:

脚关节炎脚关节炎脚置换脚置换脚置换聊天-GPT 的时间.机器学习机器学习患者报告的结果.

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相关概念视频

Ankle Joint

Ankle Joint

The ankle is formed by the talocrural joint (crural = leg). It consists of the articulations between the talus bone of the foot and the distal ends of the tibia and fibula of the leg. The superior aspect of the talus bone is square-shaped and has three areas of articulation. The top of the talus articulates with the inferior tibia. This is the portion of the ankle joint that carries the body weight between the leg and foot. The sides of the talus are firmly held in position by the articulations...