Understanding Patient Perceptions of Bacterial Vaginosis Treatments: Mixed Methods Sentiment Analysis Study of Online Drug Review Forums.

IF 1.1
Eren Watkins, Andrea N Cimino, Curtis Culbertson, Juliana Raymaker, Jennifer R Amico
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Abstract

Background: Bacterial vaginosis (BV) is the most common cause of vaginal discharge in people of childbearing age in the United States. More information about what patients do and do not like about the most common BV products and the extent to which they reduce BV symptoms is important for understanding patients' health and the current treatment landscape for BV.

Objective: Using data from online drug review forums, this study's objectives were to (1) quantitatively characterize the patient voice via sentiments (positive to negative) and emotions about the three most common Food and Drug Administration (FDA)-approved treatments for BV-oral metronidazole (OM), vaginal metronidazole (VM), vaginal clindamycin (VC)-and (2) qualitatively summarize themes characterizing the patient-perceived impact of BV and BV products.

Methods: Data for this mixed methods descriptive study came from 1645 users' reviews of BV products posted on WebMD.com and Drugs.com. Reviewer attributes, reviewer-submitted star ratings, and sentiment analysis (SA) using word-emotion association were analyzed with descriptive statistics and bivariate associations. A traditional qualitative analysis using qualitative description was also performed.

Results: Most reviewers were female (n=629, 99.4%), between the ages of 18 and 44 years, and reported using BV products for less than 1 month, though qualitative results suggested most reported recurrent BV infections. Quantitative results revealed reviewers' preference for vaginal products. The mean star ratings for VC were significantly higher when compared to OM and VM. VC reviews had the highest proportion of positive emotion words compared to OM and VM. Qualitative results for VC supported the quantitative findings: favorable themes related to perceptions of value, effectiveness in alleviating symptoms, and minimal side effects. Additionally, despite some concerns related to the cost of VC, reviewers said they would use the medication again. Other qualitative findings supported BV medical education campaigns for patients and providers on BV treatment.

Conclusions: Overall, people want a BV treatment that is easy to use, quickly alleviates symptoms, and has minimal side effects. Patients use product reviews to inform their decision-making about BV treatment, ask and seek answers to health-related questions, and share their experiences, presenting a unique opportunity for comprehensive patient education through clinical encounters or public health outreach efforts.

了解患者对细菌性阴道病治疗的看法:在线药物评论论坛的混合方法情感分析研究。
背景:细菌性阴道病(BV)是美国育龄人群阴道分泌物最常见的原因。更多关于患者喜欢和不喜欢最常见的细菌性阴道炎产品的信息,以及它们减轻细菌性阴道炎症状的程度,对于了解患者的健康状况和目前细菌性阴道炎的治疗情况非常重要。目的:利用在线药物审查论坛的数据,本研究的目的是:(1)通过对美国食品和药物管理局(FDA)批准的三种最常见的细菌性阴道炎治疗方法(口服甲硝唑(OM)、阴道甲硝唑(VM)、阴道林霉素(VC)的情绪和情绪,定量地描述患者的声音。(2)定性地总结患者对细菌性阴道炎和细菌性阴道炎产品的影响的主题。方法:这项混合方法描述性研究的数据来自于WebMD.com和Drugs.com上发布的1645篇用户对BV产品的评论。使用描述性统计和双变量关联对评论者属性、评论者提交的星级评分和使用词-情绪关联的情绪分析(SA)进行分析。采用定性描述的传统定性分析方法。结果:大多数审评者为女性(n=629, 99.4%),年龄在18 - 44岁之间,报告使用BV产品不到1个月,尽管定性结果显示大多数报告复发性BV感染。定量结果揭示了评论者对阴道产品的偏好。VC的平均星级评分明显高于OM和VM。与OM和VM相比,VC评价中积极情绪词的比例最高。VC的定性结果支持定量结果:与价值感知、缓解症状的有效性和最小副作用相关的有利主题。此外,尽管对VC的成本存在一些担忧,但评论者表示他们会再次使用这种药物。其他定性研究结果支持对患者和提供者进行细菌性感染治疗的细菌性感染医学教育活动。结论:总体而言,人们希望BV治疗易于使用,快速缓解症状,副作用最小。患者使用产品评论来告知他们关于细菌性阴道炎治疗的决策,询问和寻求与健康有关的问题的答案,并分享他们的经验,通过临床接触或公共卫生外展工作为全面的患者教育提供了独特的机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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