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A pathology-attention multi-instance learning framework for multimodal classification of colorectal lesions.

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Title: A pathology-attention multi-instance learning framework for multimodal classification of colorectal lesions.
Authors: Fu F; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China., Zhang X; Department of Pathology, Liuzhou People's Hospital Affiliated to Guangxi Medical University, Liuzhou, Guangxi, China., Wang Z; Department of Statistics and Data Science, Washington University in St. Louis, St. Louis, MO, United States., Xie L; Department of Pathology, Liuzhou People's Hospital Affiliated to Guangxi Medical University, Liuzhou, Guangxi, China., Fu M; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China., Peng J; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China., Wu J; State Key Laboratory of Cancer Biology, Department of Pathology, Xijing Hospital and School of Basic Medicine, Fourth Military Medical University, Xi'an, China., Wang Z; State Key Laboratory of Cancer Biology, Department of Pathology, Xijing Hospital and School of Basic Medicine, Fourth Military Medical University, Xi'an, China., Guan T; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China., He Y; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China., Lin JS; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China., Zhu L; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China., Dai W; Department of Pathology, Liuzhou People's Hospital Affiliated to Guangxi Medical University, Liuzhou, Guangxi, China.
Source: Frontiers in pharmacology [Front Pharmacol] 2025 Jun 06; Vol. 16, pp. 1592950. Date of Electronic Publication: 2025 Jun 06 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media] Country of Publication: Switzerland NLM ID: 101548923 Publication Model: eCollection Cited Medium: Print ISSN: 1663-9812 (Print) Linking ISSN: 16639812 NLM ISO Abbreviation: Front Pharmacol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: A pathology-attention multi-instance learning framework for multimodal classification of colorectal lesions.
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  Data: <searchLink fieldCode="AU" term="%22Fu+F%22">Fu F</searchLink>; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Zhang+X%22">Zhang X</searchLink>; Department of Pathology, Liuzhou People's Hospital Affiliated to Guangxi Medical University, Liuzhou, Guangxi, China.<br /><searchLink fieldCode="AU" term="%22Wang+Z%22">Wang Z</searchLink>; Department of Statistics and Data Science, Washington University in St. Louis, St. Louis, MO, United States.<br /><searchLink fieldCode="AU" term="%22Xie+L%22">Xie L</searchLink>; Department of Pathology, Liuzhou People's Hospital Affiliated to Guangxi Medical University, Liuzhou, Guangxi, China.<br /><searchLink fieldCode="AU" term="%22Fu+M%22">Fu M</searchLink>; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Peng+J%22">Peng J</searchLink>; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Wu+J%22">Wu J</searchLink>; State Key Laboratory of Cancer Biology, Department of Pathology, Xijing Hospital and School of Basic Medicine, Fourth Military Medical University, Xi'an, China.<br /><searchLink fieldCode="AU" term="%22Wang+Z%22">Wang Z</searchLink>; State Key Laboratory of Cancer Biology, Department of Pathology, Xijing Hospital and School of Basic Medicine, Fourth Military Medical University, Xi'an, China.<br /><searchLink fieldCode="AU" term="%22Guan+T%22">Guan T</searchLink>; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22He+Y%22">He Y</searchLink>; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Lin+JS%22">Lin JS</searchLink>; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Zhu+L%22">Zhu L</searchLink>; Department of Life and Health, Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Dai+W%22">Dai W</searchLink>; Department of Pathology, Liuzhou People's Hospital Affiliated to Guangxi Medical University, Liuzhou, Guangxi, China.
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  Data: <searchLink fieldCode="JN" term="%22101548923%22">Frontiers in pharmacology</searchLink> [Front Pharmacol] 2025 Jun 06; Vol. 16, pp. 1592950. <i>Date of Electronic Publication: </i>2025 Jun 06 (<i>Print Publication: </i>2025).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media]%22">Frontiers Media] </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101548923 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>1663-9812 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2216639812%22">16639812 </searchLink><i>NLM ISO Abbreviation: </i>Front Pharmacol <i>Subsets: </i>PubMed not MEDLINE
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