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Detecting Changes in Coherence in Trauma Narratives Using Latent Semantic Analysis

机译:使用潜在语义分析检测创伤性叙述中的连贯性变化

摘要

Repeatedly writing about a traumatic event can be therapeutic. This may be due to fuller cognitive processing of the traumatic memory. Greater written coherence, or the degree to which ideas relate to one another within a document, is one potential marker of cognitive processing. This investigation set out to determine how assigned writing topic affects coherence in a set of personal narratives (n=246). Participants were asked to come into the lab three times to write about either their daily activities (neutral condition) or the most traumatic event of their lives (trauma condition). The resulting narratives were submitted to a program called Latent Semantic Analysis (LSA), a corpus-based method of detecting meaning from text based on the interrelationships of all words in a series of documents. LSA can assign ratings of textual coherence similar to those of human judges and was used to analyze how the coherence of these narratives changes over the course of three 20-minute writing sessions. An ANOVA revealed that neutral narratives were more coherent than trauma narratives overall, but that from the first session to the third session, neutral narratives decreased in coherence while trauma narratives increased in coherence. This meaningful increase in coherence for trauma narratives suggests that participants were cognitively processing the trauma between writing sessions, creating a consistent and intelligible mental representation of the event. This may be a mechanism by which expressive writing about a traumatic event produces mental and physical health benefits.
机译:反复写有关创伤事件的报道可能具有治疗作用。这可能是由于创伤记忆的更充分的认知处理所致。更大程度的书面连贯性,或文档中思想彼此之间的关联程度,是认知加工的一个潜在标志。该调查旨在确定指定的写作主题如何影响一组个人叙述中的连贯性(n = 246)。要求参与者三次进入实验室,写下他们的日常活动(中性状态)或一生中最受创伤的事件(创伤状态)。由此产生的叙述被提交给一个称为潜在语义分析(LSA)的程序,这是一种基于语料库的方法,该方法基于一系列文档中所有单词的相互关系从文本中检测含义。 LSA可以分配与人类法官相似的文本连贯性评级,并用于分析这些叙述的连贯性在三个20分钟的写作过程中如何变化。方差分析表明,中立叙事比整体创伤叙事更具连贯性,但从第一届到第三届会议,中立叙事的连贯性下降,而创伤叙事的连贯性增加。创伤性叙述的连贯性的这种有意义的提高表明,参与者在写作会话之间正在认知性地处理创伤,从而形成事件的一致且可理解的心理表征。这可能是表达有关创伤事件的表达产生心理和身体健康益处的机制。

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    Bono Rose;

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