Multimodal Multitask Learning for Predicting Depression Severity and Suicide Risk Using Pretrained Audio and Text Embeddings: Methodology Development and Application.
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| Title: | Multimodal Multitask Learning for Predicting Depression Severity and Suicide Risk Using Pretrained Audio and Text Embeddings: Methodology Development and Application. |
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| Authors: | Hu YH; Department of Information Management, National Central University, No. 300, Zhongda Rd., Zhongli Dist., Taoyuan City, Taiwan.; Asian Institute for Impact Measurement and Management, National Central University, Taoyuan City, Taiwan., Wu RY; Department of Information Management, National Central University, No. 300, Zhongda Rd., Zhongli Dist., Taoyuan City, Taiwan.; Graduate School of Resources Management and Decision Science, Management College, National Defense University, Taipei City, Taiwan., Su MY; Department of Information Management, National Central University, No. 300, Zhongda Rd., Zhongli Dist., Taoyuan City, Taiwan., Lin IL; Department of Radiology, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi, Taiwan., Shen CC; Jianan Psychiatric Center, No. 539, Yuzhong Rd., Rende Dist., Tainan City, 71742, Taiwan, 886 62795019 ext 1537.; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan. |
| Source: | JMIR medical informatics [JMIR Med Inform] 2025 Oct 30; Vol. 13, pp. e66907. Date of Electronic Publication: 2025 Oct 30. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101645109 Publication Model: Electronic Cited Medium: Internet ISSN: 2291-9694 (Electronic) Linking ISSN: 22919694 NLM ISO Abbreviation: JMIR Med Inform Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 2291-9694 |
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| DOI: | 10.2196/66907 |
