Integrating emotion dynamics in mental health: A trimodal framework combining ecological momentary assessment, physiological measurements, and speech emotion recognition
Abstract The complex relationship between emotions and mental health demands a more comprehensive theoretical framework that can capture its dynamic and multifaceted nature. This perspective article proposes a novel trimodal approach that conceptually integrates three complementary methodologies: Ec...
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| Format: | Article |
| Language: | English |
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Wiley-VCH
2025-05-01
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| Series: | Interdisciplinary Medicine |
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| Online Access: | https://doi.org/10.1002/INMD.20240095 |
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| author | Peng Wang Ao Liu Xu Sun |
| author_facet | Peng Wang Ao Liu Xu Sun |
| author_sort | Peng Wang |
| collection | DOAJ |
| description | Abstract The complex relationship between emotions and mental health demands a more comprehensive theoretical framework that can capture its dynamic and multifaceted nature. This perspective article proposes a novel trimodal approach that conceptually integrates three complementary methodologies: Ecological Momentary Assessment, physiological measurements, and Speech Emotion Recognition. By adopting a dynamical system perspective, we argue that the convergence of these methodologies could provide unprecedented insights into emotional dynamics in mental health research and practice. We discuss how this framework could transform our understanding by simultaneously capturing subjective experiences, physiological responses, and linguistic patterns in naturalistic settings. The proposed integration offers a conceptual foundation for developing more sophisticated approaches to mental health monitoring and intervention. We explore the theoretical implications, methodological considerations, and potential future directions of this integrated perspective, highlighting its promise for advancing both research and clinical practice in mental health. |
| format | Article |
| id | doaj-art-710320cbec78465fa82e76cc97d3cfa0 |
| institution | OA Journals |
| issn | 2832-6245 |
| language | English |
| publishDate | 2025-05-01 |
| publisher | Wiley-VCH |
| record_format | Article |
| series | Interdisciplinary Medicine |
| spelling | doaj-art-710320cbec78465fa82e76cc97d3cfa02025-08-20T02:30:34ZengWiley-VCHInterdisciplinary Medicine2832-62452025-05-0133n/an/a10.1002/INMD.20240095Integrating emotion dynamics in mental health: A trimodal framework combining ecological momentary assessment, physiological measurements, and speech emotion recognitionPeng Wang0Ao Liu1Xu Sun2Department of Language, Literature, and Communication Faculty of Humanities Vrije Universiteit Amsterdam Amsterdam The NetherlandsFaculty of Science and Engineering University of Nottingham Ningbo China Ningbo ChinaFaculty of Science and Engineering University of Nottingham Ningbo China Ningbo ChinaAbstract The complex relationship between emotions and mental health demands a more comprehensive theoretical framework that can capture its dynamic and multifaceted nature. This perspective article proposes a novel trimodal approach that conceptually integrates three complementary methodologies: Ecological Momentary Assessment, physiological measurements, and Speech Emotion Recognition. By adopting a dynamical system perspective, we argue that the convergence of these methodologies could provide unprecedented insights into emotional dynamics in mental health research and practice. We discuss how this framework could transform our understanding by simultaneously capturing subjective experiences, physiological responses, and linguistic patterns in naturalistic settings. The proposed integration offers a conceptual foundation for developing more sophisticated approaches to mental health monitoring and intervention. We explore the theoretical implications, methodological considerations, and potential future directions of this integrated perspective, highlighting its promise for advancing both research and clinical practice in mental health.https://doi.org/10.1002/INMD.20240095biosensordynamical systemecological momentary assessmentEMAemotionspeech emotion recognition |
| spellingShingle | Peng Wang Ao Liu Xu Sun Integrating emotion dynamics in mental health: A trimodal framework combining ecological momentary assessment, physiological measurements, and speech emotion recognition Interdisciplinary Medicine biosensor dynamical system ecological momentary assessment EMA emotion speech emotion recognition |
| title | Integrating emotion dynamics in mental health: A trimodal framework combining ecological momentary assessment, physiological measurements, and speech emotion recognition |
| title_full | Integrating emotion dynamics in mental health: A trimodal framework combining ecological momentary assessment, physiological measurements, and speech emotion recognition |
| title_fullStr | Integrating emotion dynamics in mental health: A trimodal framework combining ecological momentary assessment, physiological measurements, and speech emotion recognition |
| title_full_unstemmed | Integrating emotion dynamics in mental health: A trimodal framework combining ecological momentary assessment, physiological measurements, and speech emotion recognition |
| title_short | Integrating emotion dynamics in mental health: A trimodal framework combining ecological momentary assessment, physiological measurements, and speech emotion recognition |
| title_sort | integrating emotion dynamics in mental health a trimodal framework combining ecological momentary assessment physiological measurements and speech emotion recognition |
| topic | biosensor dynamical system ecological momentary assessment EMA emotion speech emotion recognition |
| url | https://doi.org/10.1002/INMD.20240095 |
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