Discrimination of Speech Content in Unipolar Depression and Bipolar Mania: A Computer-Based Analysis with "General Inquirer"

被引:0
作者
Esen, Asli Tugba [1 ]
Mete, Ahmet Levent [2 ]
Capraz, Necip
Stenstad, Almila E. R. O. L. [3 ]
机构
[1] Ataturk Educ & Res Hosp, Izmir, Turkiye
[2] Econ Univ, Med Point Hosp, Dept Psychiat, Izmir, Turkiye
[3] Mayo Clin, Rochester, MN USA
关键词
Bipolar Disorder; Depression; General Inquirer; Language; Linguistics; Speech; LINGUISTIC ANALYSIS; RATING-SCALE; VALIDITY; DISORDER; SCHIZOPHRENIA; RELIABILITY;
D O I
10.5080/u27618
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Objective: Speech disorders in mental illnesses are usually chronic and associated with poorer outcome. Recently, different types of speech features in mental illnesses can be examined by computer technology. The aim of our study is to examine the content of speech in depression and mania and to investigate the themes that differentiate the diagnostic groups. Method: 30 patients diagnosed with depression, 30 patients diagnosed with bipolar disorder manic episode and 30 healthy control were included in the study. All participants were performed with the Structured Clinical Interview for DSM-IV Axis I Disorders. The participants were asked to speak free for ten minutes and then their speech content was analyzed with the "General Inquirer" computer program. This program analyzes the participants' use of a total of 4919 words in the Harvard Psychosocial Dictionary, which are categorized in 83 themes on topics related to psychosocial, emotion, behavior, thought, natural and cultural environment. Results: The diagnostic groups were identified by speech content categories with an accuracy rate of 81%. Patients in mania and depression groups were clustered in the same direction in discriminant analysis by the themes of speech content. ''self" and ''academic" themes were the most discriminative categories between the patient and control groups. Conclusion: The content of speech in mania and depression is different from individuals without mental disorders and that computer-assisted analysis tools can distinguish diagnostic groups from each other and from healthy group. Future studies in which structural, vocal and content features of speech are evaluated together and used more advanced computer technologies will contribute to the literature.
引用
收藏
页码:272 / 280
页数:9
相关论文
共 35 条
[1]   Reliability and validity of the Turkish version of the Hamilton depression rating scale [J].
Akdemir, A ;
Türkçapar, MG ;
Örsel, SD ;
Demirergi, N ;
Dag, I ;
Özbay, MH .
COMPREHENSIVE PSYCHIATRY, 2001, 42 (02) :161-165
[2]   The SPEAK study rationale and design: A linguistic corpus-based approach to understanding thought disorder [J].
Bayer, J. M. M. ;
Spark, J. ;
Krcmara, M. ;
Formicaa, M. ;
Gwythera, K. ;
Srivastavac, A. ;
Selloni, A. ;
Cotter, M. ;
Hartmann, J. ;
Polari, A. ;
Bilgrami, Z. R. ;
Sarac, C. ;
Lu, A. ;
Yung, Alison R. ;
McGowan, A. ;
McGorry, P. ;
Shah, J. L. ;
Cecchi, G. A. ;
Mizrahi, R. ;
Nelson, B. ;
Corcoran, C. M. .
SCHIZOPHRENIA RESEARCH, 2023, 259 :80-87
[3]   Automated analysis of free speech predicts psychosis onset in high-risk youths [J].
Bedi G. ;
Carrillo F. ;
Cecchi G.A. ;
Slezak D.F. ;
Sigman M. ;
Mota N.B. ;
Ribeiro S. ;
Javitt D.C. ;
Copelli M. ;
Corcoran C.M. .
npj Schizophrenia, 1 (1)
[4]   Speech deficits in serious mental illness: A cognitive resource issue? [J].
Cohen, Alex S. ;
McGovern, Jessica E. ;
Dinzeo, Thomas J. ;
Covington, Michael A. .
SCHIZOPHRENIA RESEARCH, 2014, 160 (1-3) :173-179
[5]   Smartphone-Detected Ambient Speech and Self-Reported Measures of Anxiety and Depression: Exploratory Observational Study [J].
Di Matteo, Daniel ;
Wang, Wendy ;
Fotinos, Kathryn ;
Lokuge, Sachinthya ;
Yu, Julia ;
Sternat, Tia ;
Katzman, Martin A. ;
Rose, Jonathan .
JMIR FORMATIVE RESEARCH, 2021, 5 (01)
[6]   A meta-analysis of correlations between depression and first person singular pronoun use [J].
Edwards, To'Meisha ;
Holtzman, Nicholas S. .
JOURNAL OF RESEARCH IN PERSONALITY, 2017, 68 :63-68
[7]   Facebook language predicts depression in medical records [J].
Eichstaedt, Johannes C. ;
Smith, Robert J. ;
Merchant, Raina M. ;
Ungar, Lyle H. ;
Crutchley, Patrick ;
Preotiuc-Pietro, Daniel ;
Asch, David A. ;
Schwartz, H. Andrew .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2018, 115 (44) :11203-11208
[8]   Self-reference in psychosis and depression: a language marker of illness [J].
Fineberg, S. K. ;
Leavitt, J. ;
Deutsch-Link, S. ;
Dealy, S. ;
Landry, C. D. ;
Pirruccio, K. ;
Shea, S. ;
Trent, S. ;
Cecchi, G. ;
Corlett, P. R. .
PSYCHOLOGICAL MEDICINE, 2016, 46 (12) :2605-2615
[9]  
First MB., 1997, STRUCTURED CLIN INTE
[10]  
Flamilton M., 1967, BRIT J SOC CLIN PSYC, V6, P278