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Exploring the ability of vocal biomarkers in distinguishing depression from bipolar disorder, schizophrenia, and healthy controls

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成果类型:
期刊论文
作者:
Pan, Wei;Deng, Fusong;Wang, Xianbin;Hang, Bowen;Zhou, Wenwei;...
通讯作者:
Zhu, TS
作者机构:
[Pan, Wei; Hang, Bowen; Zhou, Wenwei; Wang, Xianbin] Minist Educ, Key Lab Adolescent Cyberpsychol & Behav CCNU, Wuhan, Peoples R China.
[Pan, Wei; Hang, Bowen; Zhou, Wenwei; Wang, Xianbin] Cent China Normal Univ, Sch Psychol, Wuhan, Peoples R China.
[Pan, Wei; Hang, Bowen; Zhou, Wenwei; Wang, Xianbin] Key Lab Human Dev & Mental Hlth Hubei Prov, Wuhan, Peoples R China.
[Deng, Fusong] Wuhan Univ Sci & Technol, Wuhan Wuchang Hosp, Wuchang Hosp, Wuhan, Peoples R China.
[Zhu, Tingshao] Chinese Acad Sci, Inst Psychol, Beijing, Peoples R China.
通讯机构:
[Zhu, TS ]
Chinese Acad Sci, Inst Psychol, Beijing, Peoples R China.
Chinese Acad Sci, Inst Psychol, CAS Key Lab Behav Sci, Beijing, Peoples R China.
语种:
英文
关键词:
bipolar disorder;depression;healthy controls;i-vectors;logistic regression MFCCs;schizophrenia
期刊:
FRONTIERS IN PSYCHIATRY
ISSN:
1664-0640
年:
2023
卷:
14
页码:
1079448
基金类别:
This work was supported by the Fundamental Research Funds for the Central Universities (CCNU21XJ021), Knowledge Innovation Program of Wuhan-Shuguang Project (2022020801020288), and the Research Program Funds of the Collaborative Innovation Center of Assessment toward Basic Education Quality (2022-04-030-BZPK01).
机构署名:
本校为第一机构
院系归属:
心理学院
摘要:
Background: Vocal features have been exploited to distinguish depression from healthy controls. While there have been some claims for success, the degree to which changes in vocal features are specific to depression has not been systematically studied. Hence, we examined the performances of vocal features in differentiating depression from bipolar disorder (BD), schizophrenia and healthy controls, as well as pairwise classifications for the three disorders. Methods: We sampled 32 bipolar disorder patients, 106 depression patients, 114 healthy c...

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