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Interaction-Driven Dynamic Fusion for Multimodal Depression Detection: A Controlled Analysis of Gating and Cross-Attention Under Class Imbalance.

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Title: Interaction-Driven Dynamic Fusion for Multimodal Depression Detection: A Controlled Analysis of Gating and Cross-Attention Under Class Imbalance.
Authors: Matsumoto, Kazuyuki1 (AUTHOR) matumoto@is.tokushima-u.ac.jp, Kiuchi, Keita2 (AUTHOR), Umehara, Hidehiro3 (AUTHOR), Nakataki, Masahito1,3 (AUTHOR), Numata, Shusuke2,3 (AUTHOR)
Source: Brain Sciences (2076-3425). Apr2026, Vol. 16 Issue 4, p366. 21p.
Database: Academic Search Ultimate
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  Data: Interaction-Driven Dynamic Fusion for Multimodal Depression Detection: A Controlled Analysis of Gating and Cross-Attention Under Class Imbalance.
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  Data: <searchLink fieldCode="JN" term="%22Brain+Sciences+%282076-3425%29%22">Brain Sciences (2076-3425)</searchLink>. Apr2026, Vol. 16 Issue 4, p366. 21p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=193459734
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.3390/brainsci16040366
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      – Code: eng
        Text: English
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        PageCount: 21
        StartPage: 366
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      – TitleFull: Interaction-Driven Dynamic Fusion for Multimodal Depression Detection: A Controlled Analysis of Gating and Cross-Attention Under Class Imbalance.
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            NameFull: Matsumoto, Kazuyuki
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            NameFull: Kiuchi, Keita
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            NameFull: Umehara, Hidehiro
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            NameFull: Nakataki, Masahito
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            NameFull: Numata, Shusuke
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              M: 04
              Text: Apr2026
              Type: published
              Y: 2026
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              Value: 16
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