A Social Media Based Examination of the Effects of Counseling Recommendations after Student Deaths on College Campuses

Koustuv Saha, Ingmar Weber, M. Choudhury
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引用次数: 44

Abstract

Student deaths on college campuses, whether brought about by a suicide or an uncontrollable incident, have serious repercussions for the mental wellbeing of students. Consequently, many campus administrators implement post-crisis intervention measures to promote student-centric mental health support. Information about these measures, which we refer to as "counseling recommendations", are often shared via electronic channels, including social media. However, the current ability to assess the effects of these recommendations on post-crisis psychological states is limited. We propose a causal analysis framework to examine the effects of these counseling recommendations after student deaths. We leverage a dataset from 174 Reddit campus communities and ~400M posts of ~350K users. Then we employ statistical modeling and natural language analysis to quantify the psychosocial shifts in behavioral, cognitive, and affective expression of grief in individuals who are "exposed" to (comment on) the counseling recommendations, compared to that in a matched control cohort. Drawing on crisis and psychology research, we find that the exposed individuals show greater grief, psycholinguistic, and social expressiveness, providing evidence of a healing response to crisis and thereby positive psychological effects of the counseling recommendations. We discuss the implications of our work in supporting post-crisis rehabilitation and intervention efforts on college campuses.
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基于社交媒体的大学校园学生死亡后咨询建议效果的检验
大学校园里的学生死亡,无论是由自杀还是不可控制的事件引起的,都会对学生的心理健康产生严重影响。因此,许多校园管理者实施危机后干预措施,以促进以学生为中心的心理健康支持。有关这些措施的信息,我们称之为“咨询建议”,通常通过包括社交媒体在内的电子渠道分享。然而,目前评估这些建议对危机后心理状态影响的能力是有限的。我们提出了一个因果分析框架来检验这些咨询建议在学生死亡后的影响。我们利用了174个Reddit校园社区和35万用户的4亿篇帖子的数据集。然后,我们使用统计模型和自然语言分析来量化“暴露”(评论)咨询建议的个体在行为、认知和情感表达方面的心理社会转变,并与匹配的对照队列进行比较。根据危机和心理学研究,我们发现暴露的个体表现出更大的悲伤,心理语言和社会表达能力,这为危机的治疗反应提供了证据,从而为咨询建议提供了积极的心理效果。我们讨论了我们的工作在支持大学校园危机后康复和干预工作的意义。
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