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Enhancing medical Q&A systems with multimodal knowledge graphs and dual-layer attention mechanisms.

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Title: Enhancing medical Q&A systems with multimodal knowledge graphs and dual-layer attention mechanisms.
Authors: Qiu, Guoqiang1 (AUTHOR), Yuan, Qingni1 (AUTHOR) qnyuan@gzu.edu.cn, Wang, Yi2 (AUTHOR), Qu, Pengju1,3 (AUTHOR), Jia, Wei4 (AUTHOR)
Source: PLoS ONE. 7/7/2026, Vol. 21 Issue 7, p1-24. 24p.
Database: Academic Search Ultimate
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  Data: <searchLink fieldCode="AR" term="%22Qiu%2C+Guoqiang%22">Qiu, Guoqiang</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Yuan%2C+Qingni%22">Yuan, Qingni</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> qnyuan@gzu.edu.cn</i><br /><searchLink fieldCode="AR" term="%22Wang%2C+Yi%22">Wang, Yi</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Qu%2C+Pengju%22">Qu, Pengju</searchLink><relatesTo>1,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Jia%2C+Wei%22">Jia, Wei</searchLink><relatesTo>4</relatesTo> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22PLoS+ONE%22">PLoS ONE</searchLink>. 7/7/2026, Vol. 21 Issue 7, p1-24. 24p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=195152726
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        Value: 10.1371/journal.pone.0353112
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              Text: 7/7/2026
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