Literature DB >> 25480546

Lexical use in emotional autobiographical narratives of persons with schizophrenia and healthy controls.

Kai Hong1, Ani Nenkova2, Mary E March3, Amber P Parker4, Ragini Verma5, Christian G Kohler6.   

Abstract

Language dysfunction has long been described in schizophrenia and most studies have focused on characteristics of structure and form. This project focuses on the content of language based on autobiographical narratives of five basic emotions. In persons with schizophrenia and healthy controls, we employed a comprehensive automated analysis of lexical use and we identified specific words and semantically or functionally related words derived from dictionaries that occurred significantly more often in narratives of either group. Patients employed a similar number of words but differed in lower expressivity and complexity, more self-reference and more repetitions. We developed a classification method for predicting subject status and tested its accuracy in a leave-one-subject-out evaluation procedure. We identified a set of 18 features that achieved 65.7% accuracy in predicting clinical status based on single emotion narratives, and 74.4% accuracy based on all five narratives. Subject clinical status could be determined automatically more accurately based on narratives related to anger or happiness experiences and there were a larger number of lexical differences between the two groups for these emotions compared to other emotions.
Copyright © 2014. Published by Elsevier Ireland Ltd.

Entities:  

Keywords:  Diction; Emotion; LIWC; Learning-based analyses; Lexical features; Text classification

Mesh:

Year:  2014        PMID: 25480546     DOI: 10.1016/j.psychres.2014.10.002

Source DB:  PubMed          Journal:  Psychiatry Res        ISSN: 0165-1781            Impact factor:   3.222


  15 in total

1.  Self-reference in psychosis and depression: a language marker of illness.

Authors:  S K Fineberg; J Leavitt; S Deutsch-Link; S Dealy; C D Landry; K Pirruccio; S Shea; S Trent; G Cecchi; P R Corlett
Journal:  Psychol Med       Date:  2016-06-29       Impact factor: 7.723

2.  Computational Psychiatry in Borderline Personality Disorder.

Authors:  Sarah K Fineberg; Dylan Stahl; Philip Corlett
Journal:  Curr Behav Neurosci Rep       Date:  2017-02-04

3.  Lexical analysis of emotional responses to "real-world" experiences in individuals with schizophrenia.

Authors:  J Vakhrusheva; S Khan; R Chang; M Hansen; L Ayanruoh; J J Gross; D Kimhy
Journal:  Schizophr Res       Date:  2019-12-13       Impact factor: 4.939

4.  Natural language processing methods are sensitive to sub-clinical linguistic differences in schizophrenia spectrum disorders.

Authors:  Reno Kriz; Sunghye Cho; Sunny X Tang; Suh Jung Park; Jenna Harowitz; Raquel E Gur; Mahendra T Bhati; Daniel H Wolf; João Sedoc; Mark Y Liberman
Journal:  NPJ Schizophr       Date:  2021-05-14

5.  Foreign Accent Syndrome, a Rare Presentation of Schizophrenia in a 34-Year-Old African American Female: A Case Report and Literature Review.

Authors:  Kenneth Asogwa; Carolina Nisenoff; Jerome Okudo
Journal:  Case Rep Psychiatry       Date:  2016-01-26

6.  A Collaborative Approach to Identifying Social Media Markers of Schizophrenia by Employing Machine Learning and Clinical Appraisals.

Authors:  Michael L Birnbaum; Sindhu Kiranmai Ernala; Asra F Rizvi; Munmun De Choudhury; John M Kane
Journal:  J Med Internet Res       Date:  2017-08-14       Impact factor: 5.428

7.  Detecting relapse in youth with psychotic disorders utilizing patient-generated and patient-contributed digital data from Facebook.

Authors:  M L Birnbaum; S K Ernala; A F Rizvi; E Arenare; A R Van Meter; M De Choudhury; J M Kane
Journal:  NPJ Schizophr       Date:  2019-10-07

8.  Deictic Navigation Network: Linguistic Viewpoint Disturbances in Schizophrenia.

Authors:  Linde van Schuppen; Kobie van Krieken; José Sanders
Journal:  Front Psychol       Date:  2019-07-24

9.  Associations Between Affective States and Sexual and Health Status Among Men Who Have Sex With Men in China: Exploratory Study Using Social Media Data.

Authors:  Zhi-Wei Zheng; Qing-Ling Yang; Zhong-Qi Liu; Jia-Ling Qiu; Jing Gu; Yuan-Tao Hao; Chao Song; Zhong-Wei Jia; Chun Hao
Journal:  J Med Internet Res       Date:  2020-01-31       Impact factor: 5.428

10.  Identifying emerging mental illness utilizing search engine activity: A feasibility study.

Authors:  Michael L Birnbaum; Hongyi Wen; Anna Van Meter; Sindhu K Ernala; Asra F Rizvi; Elizabeth Arenare; Deborah Estrin; Munmun De Choudhury; John M Kane
Journal:  PLoS One       Date:  2020-10-16       Impact factor: 3.240

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