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Shaobin Wei

As seen in: Wiley Online Library, Frontiers in Medicine, Frontiers in Nutrition
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Articles by Shaobin Wei

Machine learning and deep learning for diagnosis of endometriosis: systematic review and meta-analysis

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By Jiayi Guo, Xue Liu, Huiying Zhang, Shaobin Wei
| Frontiers in Medicine
Abstract Objective: To assess the diagnostic accuracy of machine learning (ML) and deep learning (DL) models for endometriosis. Methods: A systematic review and meta-analysis were conducted in accordance with PRISMA guidelines (PROSPERO: CRD420251231469). Databases were searched through November 24, 2025. Twenty-two eligible studies were included. Risk of bias was assessed using QUADAS-2.
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Plant-derived nutrition and perimenopausal emotional health: current evidence and research priorities

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By Zhirui Sun, Xue Liu, Shuyue Dong, Qun Liu, Kun Wu, Xinyue Zhang, Zi Ye, Yi Wen, Maoya Li, Shaobin Wei
| Frontiers in Nutrition
Abstract Perimenopause combines ovarian hormone variability with changes in stress regulation, inflammatory-redox balance, neuroplasticity, and gut-brain metabolism, creating a period of increased vulnerability to depressive symptoms, anxiety, irritability, and sleep disturbance. This narrative review synthesizes evidence on plant-derived foods, bioactives, dietary supplements, and standardized botanical preparations relevant to emotional health during the menopausal transition.
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The spatiotemporal evolution of global innovation networks and the changing position of China: a social network analysis based on cooperative patents

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By Feng Hu, Liping Qiu, CEEC Economic, Shaobin Wei
| Wiley Online Library Verified
1 Introduction The COVID-19 pandemic has seriously threatened human health and economic and social development (Seshaiyer and McNeely, 2020; Qiu et al., 2023); however, the pandemic has spurred the formation of multiple multinational research teams around the world, accelerating the development of the global biopharmaceutical industry (especially vaccines) (Jialu et al., 2021) to jointly address public health crises by collaborating on the development of vaccines and treatments, also...
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