Gonzalez Gabriela, Vaculik Kristina, Khalil Carine, Zektser Yuliya, Arnold Corey, Almario Christopher V, Spiegel Brennan M R, Anger Jennifer T
From the Department of Urology, University of California, Davis School of Medicine, Sacramento.
Cedars-Sinai Center for Outcomes Research and Education (CS-CORE).
Female Pelvic Med Reconstr Surg. 2021 Feb 1;27(2):e363-e367. doi: 10.1097/SPV.0000000000000938.
To characterize the decision-making process and illness experience of women with pelvic organ prolapse (POP) using large-scale social media analysis.
Digital ethnographic analysis of online posts identified through data mining was performed. Grounded theory methodology was applied to 200 posts via traditional hand coding. To supplement our qualitative approach, we applied a Latent Dirichlet Allocation probabilistic topic modeling process to review the entire data set of identified posts to ensure thematic saturation.
There were 3451 posts by 2088 unique users from 117 websites worldwide that were identified via social media data mining. We found that the anonymity of online forums allowed for information and support exchange among women with POP. Our analysis revealed that the exchange of online information aids in the decision-making process and, in some instances, appears to be the primary source of information. There was confusion about the anatomical and surgical complexities of prolapse. Our study also identified misconceptions, perceived risk factors, prevention methods, and management recommendations that were discussed online.
This large-scale online community-based analysis demonstrated the utility of social media to better understand women's experiences with POP. Thematic findings highlighted essential concerns and challenges involved in the surgical decision-making process and the understating of the anatomical complexity of sector defects, specifically to cystocele, rectocele, State specific defects.
通过大规模社交媒体分析,描述盆腔器官脱垂(POP)女性的决策过程和患病体验。
对通过数据挖掘确定的在线帖子进行数字民族志分析。通过传统手工编码将扎根理论方法应用于200篇帖子。为补充我们的定性方法,我们应用潜在狄利克雷分配概率主题建模过程来审查已识别帖子的整个数据集,以确保主题饱和度。
通过社交媒体数据挖掘,从全球117个网站的2088名独立用户中识别出3451篇帖子。我们发现在线论坛的匿名性使POP女性能够进行信息交流和获得支持。我们的分析表明,在线信息交流有助于决策过程,在某些情况下,似乎是主要的信息来源。对于脱垂的解剖学和手术复杂性存在困惑。我们的研究还确定了在线讨论的误解、感知到的风险因素、预防方法和管理建议。
这项基于大规模在线社区的分析证明了社交媒体在更好地了解女性POP经历方面的效用。主题发现突出了手术决策过程中涉及的重要问题和挑战,以及对扇形缺损,特别是膀胱膨出、直肠膨出、特定状态缺损的解剖复杂性的理解不足。