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Reddit上关于扁桃体切除手术的观点:情感与主题分析。

Reddit Perspectives on Tonsillectomy Procedure: Sentiment and Thematic Analysis.

作者信息

Herzog Ava, Vought Victoria, Vought Rita, Lee Andrew, Sharma Rahul, Manzi Brian

机构信息

Department of Otolaryngology, Albany Medical College, Albany, USA.

Department of Otolaryngology, Rutgers University New Jersey Medical School, Newark, USA.

出版信息

Cureus. 2024 Nov 22;16(11):e74254. doi: 10.7759/cureus.74254. eCollection 2024 Nov.

Abstract

INTRODUCTION

Every year, 530,000 tonsillectomies are performed in the United States. Many patients use social media for medical advice and support. This study investigates Reddit perspectives to identify the current needs of tonsillectomy patients.

METHODS

The "Top" 500 posts of the r/tonsillectomy subreddit community (3600 members) were qualitatively classified by theme, author, and post content. A Python sentiment analysis package, Valence Aware Dictionary sEntiment Reasoner (VADER), assigned summary Compound scores (-1=most negative, +1=most positive). A Lexicon-based package analyzed the emotions of each post. Word frequency analysis elucidated top descriptors. Kruskal-Wallis and Mann-Whitney tests were used to determine statistical significance.

RESULTS

Posts were themed as Attitudes/Experiences (n=440, 88%), Medical/Procedural (n=9, 1.8%), or Both (n=51, 10.2%). Most were patient-authored (n=474, 94.8%), with many sharing personal anecdotes (n=476, 95.2%) and seeking validation (n=109, 21.8%). Few involved preoperative (n=15, 3%) or postoperative (n=45, 9%) concerns, with no operative or medication-related questions. VADER analysis revealed an average Compound score of 0.26, with 320 Positive, 179 Negative, and one Neutral post. Fear and trust had the most associated words from the National Research Council (NRC) Emotion dictionary. Common descriptors were "pain" (n=2063), "throat" (n=718), "water" (n=675), "feel" (n=576), and "ice" (n=328).

CONCLUSION

Most Reddit users viewed their tonsillectomy experience as positive. Many shared experiences and a few of them involved clinical questions. The descriptor "pain" was particularly prevalent. Providers should supply detailed pain-related expectations. Reddit may allow surgeons to better grasp how real patients manage pain, combining home remedies with prescribed medications. Care can be enhanced through personalized support that aims to minimize fear and improve patient-physician trust.

摘要

引言

在美国,每年有53万例扁桃体切除术。许多患者利用社交媒体获取医疗建议和支持。本研究调查了Reddit上的观点,以确定扁桃体切除术患者的当前需求。

方法

对r/扁桃体切除术子版块社区(3600名成员)的500篇“热门”帖子按主题、作者和帖子内容进行定性分类。一个Python情感分析包,即价态感知词典情感推理器(VADER),给出了综合得分(-1表示最负面,+1表示最正面)。一个基于词汇的包分析了每篇帖子的情感。词频分析揭示了最常见的描述词。使用Kruskal-Wallis检验和Mann-Whitney检验来确定统计学意义。

结果

帖子主题为态度/经历(n = 440,88%)、医疗/手术(n = 9,1.8%)或两者皆有(n = 51,10.2%)。大多数帖子由患者撰写(n = 474,94.8%),许多人分享个人轶事(n = 476,95.2%)并寻求认可(n = 109,21.8%)。很少涉及术前(n = 15,3%)或术后(n = 45,9%)问题,没有与手术或药物相关的问题。VADER分析显示平均综合得分为0.26,其中320篇为正面,179篇为负面,1篇为中性。根据美国国家研究委员会(NRC)情感词典,恐惧和信任相关的词汇最多。常见的描述词有“疼痛”(n = 2063)、“喉咙”(n = 718)、“水”(n = 675)、“感觉”(n = 576)和“冰”(n = 328)。

结论

大多数Reddit用户认为他们的扁桃体切除术经历是积极的。许多人分享了经历,其中一些涉及临床问题。描述词“疼痛”尤为普遍。医疗服务提供者应提供与疼痛相关的详细预期。Reddit可能使外科医生更好地了解真实患者如何应对疼痛,将家庭疗法与处方药相结合。通过旨在减少恐惧并改善患者与医生信任的个性化支持,可以提高护理质量。

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