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Sentiment Analysis of an Online Breast Cancer Support Group: Communicating about Tamoxifen

机译:在线乳腺癌支持小组的情感分析:有关他莫昔芬的交流

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摘要

A better understanding of the breast cancer online narrative is important for a clearer conceptualizing of the role of online platforms in mediating health related support. Sentiment analysis was conducted on a breast cancer online support group regarding Tamoxifen to understand users’ emotions and opinions. This analysis was then contextualized within online social support literature. Out of the 498 users, the most active users were 80% more positive than least active users while least active users were 48% more negative than most active ones; both differences were statistically significant. The higher the stage of cancer a user had, the less likelihood that she would have posted, and if she were to post, the post would have focused on her side effects and the anxiety/sadness that tailgates those side effects. The lower the stage of cancer a user had, the more likelihood that she would have posted, and additionally remained active on the forum and encouraged more (online) social support. This finding suggests that the online support platform may provide a context that exacerbates support for like-minded users where stronger ties are created around a specific sentiment within the community with less connection from those with dissimilar sentiments to the dominant group.
机译:对乳腺癌在线叙事的更好理解对于更清晰地了解在线平台在调解健康相关支持中的作用非常重要。对乳腺癌在线支持小组进行了有关他莫昔芬的情感分析,以了解用户的情绪和观点。然后,此分析在在线社会支持文献中进行了背景分析。在498位用户中,最活跃的用户比最不活跃的用户高80%,而最不活跃的用户比最活跃的用户高48%。两种差异均具有统计学意义。用户患癌症的阶段越高,发帖的可能性就越小,如果发帖,发帖将集中在她的副作用以及阻碍这些副作用的焦虑/悲伤上。用户罹患癌症的阶段越低,她发布帖子的可能性就越大,并且在论坛上保持活跃并鼓励更多(在线)社会支持。这一发现表明,在线支持平台可以提供一种情境,从而加深对志趣相投的用户的支持,因为围绕社区内的特定情感建立了更紧密的联系,与具有不同情感的人与主导群体之间的联系较少。

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