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.

Linguistic markers of demoralization improvement in schizophrenia: A pilot study

Brunato D;Dell'Orletta F;
2023

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.
Campo DC Valore Lingua
dc.authority.ancejournal EUROPEAN JOURNAL OF PSYCHIATRY -
dc.authority.orgunit Istituto di linguistica computazionale "Antonio Zampolli" - ILC -
dc.authority.people Folesani F it
dc.authority.people Belvederi Murri M it
dc.authority.people Puggioni C it
dc.authority.people Tiberto E it
dc.authority.people Marella M it
dc.authority.people Toffanin T it
dc.authority.people Zerbinati L it
dc.authority.people Nanni MG it
dc.authority.people Caruso R it
dc.authority.people Brunato D it
dc.authority.people Ravelli AA it
dc.authority.people Dell'Orletta F it
dc.authority.people Chochinov HM it
dc.authority.people Grassi L it
dc.collection.id.s b3f88f24-048a-4e43-8ab1-6697b90e068e *
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dc.contributor.appartenenza Istituto di linguistica computazionale "Antonio Zampolli" - ILC *
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dc.date.accessioned 2024/02/20 14:36:50 -
dc.date.available 2024/02/20 14:36:50 -
dc.date.issued 2023 -
dc.description.abstracteng 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. -
dc.description.affiliations Institute of Psychiatry, Department of Neuroscience and Rehabilitation, University of Ferrara, aInstitute of Psychiatry, Department of Neuroscience and Rehabilitation, University of Ferrara, Italy, , Italy; ItaliaNLP Lab, Institute for Computational Linguistics "A. Zampolli" (ILC-CNR), Pisa, bItaliaNLP Lab, Institute for Computational Linguistics "A. Zampolli" (ILC-CNR), Pisa, Italy, , Italy; Max Rady College of Medicine, Department of Psychiatry, University of Manitoba and Cancer Care Manitoba Research, Winnipeg, cMax Rady College of Medicine, Department of Psychiatry, University of Manitoba and Cancer Care Manitoba Research, Winnipeg, Canada, , , , Canada; Max Rady College of Medicine, Department of Psychiatry, University of Manitoba and Cancer Care Manitoba Research, Winnipeg, cMax Rady College of Medicine, Department of Psychiatry, University of Manitoba and Cancer Care Manitoba Research, Winnipeg, Canada, , , , Canada; Max Rady College of Medicine, Department of Psychiatry, University of Manitoba and Cancer Care Manitoba Research, Winnipeg, cMax Rady College of Medicine, Department of Psychiatry, University of Manitoba and Cancer Care Manitoba Research, Winnipeg, Canada, , , , Canada -
dc.description.allpeople Folesani F.; Belvederi Murri M.; Puggioni C.; Tiberto E.; Marella M.; Toffanin T.; Zerbinati L.; Nanni M.G.; Caruso R.; Brunato D.; Ravelli A.A.; Dell'Orletta F.; Chochinov H.M.; Grassi L. -
dc.description.allpeopleoriginal Folesani F.; Belvederi Murri M.; Puggioni C.; Tiberto E.; Marella M.; Toffanin T.; Zerbinati L.; Nanni M.G.; Caruso R.; Brunato D.; Ravelli A.A.; Dell'Orletta F.; Chochinov H.M.; Grassi L. -
dc.description.fulltext none en
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dc.identifier.doi 10.1016/j.ejpsy.2023.03.001 -
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dc.subject.keywords Schizophrenia -
dc.subject.keywords Dignity Therapy -
dc.subject.keywords Natural Language Processing -
dc.subject.keywords Linguistic Profiling -
dc.subject.keywords Psychotherapy -
dc.subject.singlekeyword Schizophrenia *
dc.subject.singlekeyword Dignity Therapy *
dc.subject.singlekeyword Natural Language Processing *
dc.subject.singlekeyword Linguistic Profiling *
dc.subject.singlekeyword Psychotherapy *
dc.title Linguistic markers of demoralization improvement in schizophrenia: A pilot study en
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scopus.description.abstracteng 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. *
scopus.description.allpeopleoriginal Folesani F.; Belvederi Murri M.; Puggioni C.; Tiberto E.; Marella M.; Toffanin T.; Zerbinati L.; Nanni M.G.; Caruso R.; Brunato D.; Ravelli A.A.; Dell'Orletta F.; Chochinov H.M.; Grassi L. *
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scopus.subject.keywords Dignity therapy; Language; Natural language processing; Psychotherapy; Schizophrenia; *
scopus.title Linguistic markers of demoralization improvement in schizophrenia: A pilot study *
scopus.titleeng Linguistic markers of demoralization improvement in schizophrenia: A pilot study *
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