Beyond verbal fluency in the verbal fluency task: semantic clustering as a predictor of remission in individuals at clinical high risk for psychosis.

IF 4.1 2区 医学 Q2 NEUROSCIENCES
Eugenie Choe, Minji Ha, Sunah Choi, Sunghyun Park, Moonyoung Jang, Minah Kim, Jun Soo Kwon
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Abstract

Background: There have been conflicting reports on whether conventional verbal fluency measures can predict the prognosis of individuals at clinical high risk (CHR) for psychosis. We aimed to investigate whether verbal fluency task measures that represent semantic processing more directly than conventional measures could be more reliable predictors of later remission in CHR individuals.

Methods: We recruited CHR individuals and healthy controls to participate in a baseline verbal fluency assessment. We identified semantic clusters within the verbal fluency task responses based on cosine similarity between consecutive words, calculated from the word embedding model. Binomial logistic regression was performed to test whether average semantic cluster size and number of words produced could be predictors of remission in CHR individuals.

Results: Our study sample included 96 CHR individuals and 178 healthy controls. According to clinical assessment at the last follow-up, 23 CHR individuals were classified as remitters and 73 as nonremitters, including 29 individuals who converted to psychosis. The CHR remitters showed larger average and maximum semantic cluster sizes than CHR nonremitters and healthy controls. Average semantic cluster size, but not the number of words, was a significant predictor of later remission in CHR individuals.

Limitations: Our sample included only native Korean speakers.

Conclusion: A verbal fluency task measure that more specifically represents semantic processing may be a better neurocognitive predictive marker for remission in CHR individuals than conventional verbal fluency measures. Our results provide an explanation for heterogeneous reports on whether verbal fluency can predict prognosis in CHR individuals and suggest that semantic processing is a putative cognitive predictor of their prognosis.

Abstract Image

Abstract Image

语言流利性任务中的语言流利性之外:语义聚类作为精神病临床高危个体病情缓解的预测指标。
背景:关于传统的语言流利度测量是否可以预测精神病临床高危人群(CHR)的预后,一直有相互矛盾的报道。我们的目的是调查比传统测量更直接地代表语义处理的语言流利性任务测量是否可以更可靠地预测CHR个体的后期缓解。方法:我们招募CHR个体和健康对照参与基线语言流利性评估。根据单词嵌入模型计算的连续单词之间的余弦相似性,我们在语言流利性任务响应中识别了语义聚类。二项逻辑回归检验平均语义聚类大小和产生的单词数量是否可以预测CHR个体的病情缓解。结果:我们的研究样本包括96名CHR患者和178名健康对照。根据上次随访的临床评估,23名CHR患者被归类为缓解者,73名被归类为非缓解者,其中29人转为精神病患者。CHR汇款者显示出比CHR非汇款者和健康对照更大的平均和最大语义聚类大小。平均语义聚类大小,而不是单词数量,是CHR个体后期缓解的重要预测因素。限制:我们的样本只包括以韩语为母语的人。结论:与传统的语言流利度测量相比,更具体地代表语义处理的语言流利性任务测量可能是CHR患者病情缓解的更好的神经认知预测标志。我们的研究结果为关于语言流利性是否可以预测CHR个体预后的异质性报告提供了解释,并表明语义处理是其预后的假定认知预测因素。
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来源期刊
CiteScore
6.80
自引率
2.30%
发文量
51
审稿时长
2 months
期刊介绍: The Journal of Psychiatry & Neuroscience publishes papers at the intersection of psychiatry and neuroscience that advance our understanding of the neural mechanisms involved in the etiology and treatment of psychiatric disorders. This includes studies on patients with psychiatric disorders, healthy humans, and experimental animals as well as studies in vitro. Original research articles, including clinical trials with a mechanistic component, and review papers will be considered.
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