Linguistic markers of demoralization improvement in schizophrenia: A pilot study

IF 2.5 4区 医学 Q2 PSYCHIATRY European Journal of Psychiatry Pub Date : 2023-07-01 DOI:10.1016/j.ejpsy.2023.03.001
F. Folesani , Martino Belvederi Murri , C. Puggioni , E. Tiberto , M. Marella , T. Toffanin , L. Zerbinati , M.G. Nanni , R. Caruso , D. Brunato , A.A. Ravelli , F. Dell'Orletta , H.M. Chochinov , L. Grassi
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Abstract

Background and objectives

Individuals with schizophrenia display language impairments involving pragmatics, semantics and syntax. Language impairments may show diagnostic specificity and could relate to the ability of engaging in psychotherapy. This pilot study sought to: (1) identify linguistic features that might differentiate individuals with schizophrenia from distressed controls without psychotic symptoms; and (2) examine the association between linguistic abilities and clinical changes during psychotherapy.

Methods

We recruited patients with schizophrenia and a comparison group of individuals with demoralization and distress due to cancer. Participants underwent Dignity Therapy (DT), an existentially-oriented brief psychotherapy focused on legacy and subjective dignity. Verbatim transcripts of the DT sessions were analysed using Natural Language Processing (NLP). In addition, we measured changes in levels of demoralization and dignity-related distress before and after DT, exploring the association with linguistic variables with network analysis.

Results

Patients with schizophrenia could be differentiated from those with cancer-related distress using only three out of 141 linguistic variables: total number of words, number of prepositional chains and conversational elements. Across groups, better levels of discourse coherence and higher number of arguments controlled by a predicate (verb “arity”) were associated with larger improvements in demoralization and, indirectly, dignity-related distress.

Conclusions

Reproducible linguistic markers may be able to differentiate individuals with schizophrenia from those with less severe psychopathology, and to predict better uptake of psychotherapy independent from diagnosis. Future studies should explore whether linguistic features derived from NLP may be exploited as accessible diagnostic or prognostic markers to tailor psychotherapy and other interventions in schizophrenia.

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精神分裂症患者士气低落改善的语言标志物:一项初步研究
背景与目的精神分裂症患者表现出语用、语义和句法方面的语言障碍。语言障碍可能表现出诊断的特异性,并可能与参与心理治疗的能力有关。这项试点研究试图:(1)确定可能将精神分裂症患者与没有精神病症状的痛苦对照者区分开来的语言特征;(2)研究心理治疗过程中语言能力与临床变化之间的关系。方法我们招募了精神分裂症患者和因癌症而沮丧和痛苦的对照组。参与者接受了尊严治疗(DT),这是一种以生存为导向的简短心理治疗,专注于遗产和主观尊严。使用自然语言处理(NLP)分析DT会话的逐字记录。此外,我们测量了DT前后士气低落和尊严相关痛苦水平的变化,通过网络分析探讨了与语言变量的关系。结果141个语言变量中只有3个可以区分精神分裂症患者和癌症相关痛苦患者:单词总数、介词链数量和会话元素。在不同的群体中,更好的话语连贯性和更高数量的由谓语(动词“arity”)控制的论点与更大程度的士气低落以及间接的与尊严相关的痛苦有关。结论可复制的语言标记物可能能够区分精神分裂症患者和不太严重的精神病理学患者,并预测独立于诊断的心理治疗的更好接受。未来的研究应该探索NLP的语言特征是否可以作为可获得的诊断或预后标志物,以调整精神分裂症的心理治疗和其他干预措施。
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来源期刊
CiteScore
2.90
自引率
0.00%
发文量
40
审稿时长
43 days
期刊介绍: The European journal of psychiatry is a quarterly publication founded in 1986 and directed by Professor Seva until his death in 2004. It was originally intended to report “the scientific activity of European psychiatrists” and “to bring about a greater degree of communication” among them. However, “since scientific knowledge has no geographical or cultural boundaries, is open to contributions from all over the world”. These principles are maintained in the new stage of the journal, now expanded with the help of an American editor.
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