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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.
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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  Data: Multimodal Multitask Learning for Predicting Depression Severity and Suicide Risk Using Pretrained Audio and Text Embeddings: Methodology Development and Application.
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  Data: <searchLink fieldCode="AU" term="%22Hu+YH%22">Hu YH</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Wu+RY%22">Wu RY</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Su+MY%22">Su MY</searchLink>; Department of Information Management, National Central University, No. 300, Zhongda Rd., Zhongli Dist., Taoyuan City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+IL%22">Lin IL</searchLink>; Department of Radiology, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi, Taiwan.<br /><searchLink fieldCode="AU" term="%22Shen+CC%22">Shen CC</searchLink>; 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.
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