Hearing vocals to recognize schizophrenia: speech discriminant analysis with fusion of emotions and features based on deep learning

Hearing vocals to recognize schizophrenia: speech discriminant analysis with fusion of emotions and features based on deep learning

Abstract Background and objective Accurate detection of schizophrenia poses a grand challenge as a complex and heterogeneous mental disorder. Current diagnostic criteria rely primarily on clinical symptoms, which may not fully capture individual differences and the heterogeneity of the disorder. In...

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Bibliographic Details
Main Authors: Jie Huang, Yanli Zhao, Zhanxiao Tian, Wei Qu, Xia Du, Jie Zhang, Meng Zhang, Yunlong Tan, Zhiren Wang, Shuping Tan
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Psychiatry
Subjects:
Schizophrenia
Log-Mel spectrogram
Emotional stimuli
Deep learning
Online Access:https://doi.org/10.1186/s12888-025-06888-z
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https://doi.org/10.1186/s12888-025-06888-z

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