了解儿科症状性精索静脉曲张的经历:精索静脉曲张在线社区的混合方法研究。

IF 2 Q3 HEALTH CARE SCIENCES & SERVICES
Grace E Sollender, Tommy Jiang, Ilana Finkelshtein, Vadim Osadchiy, Michael H Zheng, Jesse N Mills, Jennifer S Singer, Sriram V Eleswarapu
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引用次数: 0

摘要

背景:多达 30% 的青春期后男性患有精索静脉曲张。由于这一话题的敏感性,对这一人群进行研究仍然很困难。利用社交媒体在这一人群中的流行性和自然语言处理(NLP)技术,我们的目的是在互联网精索静脉曲张论坛上确定青少年男性的看法,从而为医生如何更好地评估和咨询这一儿科人群提供信息:我们的目的是采用一种混合方法,包括对一个在线精索静脉曲张社区进行定量 NLP 和定性注释,来描述讨论的主题和青少年表达的具体关切:我们从 Reddit 社区 "r/varicocele"(5100 名成员)中提取了帖子,标准是讨论者年龄小于 21 岁,字数大于 20。我们使用了定性主题分析和经过验证的恒定比较法,以及一种名为 "意义提取法与主成分分析(MEM/PCA)"的 NLP 技术来确定讨论主题。两名调查人员独立调查了随机抽取的 150 篇帖子,根据 NLP 确定的主题进一步描述内容特征,并计算了 Kaiser-Meyer-Olkin (KMO) 统计量和 Bartlett 检验。然后对定量和定性方法进行比较,以确定讨论的关键主题:从 2015 年 7 月至 2022 年 6 月,共有 1103 个职位符合资格标准。在随机抽取的150篇帖子中,MEM/PCA和定性主题分析分别揭示了关键主题:精索静脉曲张概述(40/150,27%)、管理(29/150,19%)、术后体验(28/150,19%)、寻求社区(26/150,17%)和就医后的第二意见(27/150,18%)。定量分析还发现,"性腺功能减退症 "和 "精液分析 "也是受访者在讨论病情时关心的问题。KMO 统计量大于 0.60,巴特利特检验为结论:我们采用了一种混合方法来确定患有精索静脉曲张的青少年所关心的问题。定性和定量方法均发现,青少年经常将社交媒体作为就医的辅助工具,并寻求同伴支持。这一人群优先考虑症状控制,重点是疼痛、美观、性功能和性腺功能减退。这些数据强调了每个青少年如何以独特的方式对待精索静脉曲张,为泌尿科医生如何更好地与这一儿科人群沟通提供了参考。此外,这些数据还突出了在选择对精索静脉曲张进行手术治疗时做出决策的关键因素。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Understanding Pediatric Experiences With Symptomatic Varicoceles: Mixed Methods Study of an Online Varicocele Community.

Background: Varicoceles affect up to 30% of postpubertal adolescent males. Studying this population remains difficult due to this topic's sensitive nature. Using the popularity of social media in this cohort and natural language processing (NLP) techniques, our aim was to identify perceptions of adolescent males on an internet varicocele forum to inform how physicians may better evaluate and counsel this pediatric population.

Objective: We aimed to characterize themes of discussion and specific concerns expressed by adolescents using a mixed methods approach involving quantitative NLP and qualitative annotation of an online varicocele community.

Methods: We extracted posts from the Reddit community "r/varicocele" (5100 members) with criteria of discussant age ≤21 years and word count >20. We used qualitative thematic analysis and the validated constant comparative method, as well as an NLP technique called the meaning extraction method with principal component analysis (MEM/PCA), to identify discussion themes. Two investigators independently interrogated 150 randomly selected posts to further characterize content based on NLP-identified themes and calculated the Kaiser-Meyer-Olkin (KMO) statistic and the Bartlett test. Both quantitative and qualitative approaches were then compared to identify key themes of discussion.

Results: A total of 1103 posts met eligibility criteria from July 2015 to June 2022. Among the 150 randomly selected posts, MEM/PCA and qualitative thematic analysis separately revealed key themes: an overview of varicocele (40/150, 27%), management (29/150, 19%), postprocedural experience (28/150, 19%), seeking community (26/150, 17%) and second opinions after visiting a physician (27/150, 18%). Quantitative analysis also identified "hypogonadism" and "semen analysis" as concerns when discussing their condition. The KMO statistic was >0.60 and the Bartlett test was <0.01, indicating the appropriateness of MEM/PCA. The mean age was 17.5 (SD 2.2; range 14-21) years, and there were trends toward higher-grade (40/45, 89% had a grade of ≥2) and left-sided varicoceles. Urologists were the topic of over 50% (53/82) of discussions among discussants, and varicocelectomy remained the intervention receiving the most interest. A total of 60% (90/150) of discussants described symptomatic varicoceles, with 62 of 90 reporting pain, 24 of 90 reporting hypogonadism symptoms, and 45 of 90 reporting aesthetics as the primary concern.

Conclusions: We applied a mixed methods approach to identify uncensored concerns of adolescents with varicoceles. Both qualitative and quantitative approaches identified that adolescents often turned to social media as an adjunct to doctors' visits and to seek peer support. This population prioritized symptom control, with an emphasis on pain, aesthetics, sexual function, and hypogonadism. These data highlight how each adolescent may approach varicoceles uniquely, informing urologists how to better interface with this pediatric population. Additionally, these data may highlight the key drivers of decision-making when electing for procedural management of varicoceles.

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来源期刊
JMIR Formative Research
JMIR Formative Research Medicine-Medicine (miscellaneous)
CiteScore
2.70
自引率
9.10%
发文量
579
审稿时长
12 weeks
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