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DIFLF: A domain-invariant features learning framework for single-source domain generalization in mammogram classification.
Comput Methods Programs Biomed
January 2025
School of Engineering Medicine, Beihang University, Beijing 100191, PR China; Key Laboratory of Big Data-Based Precision Medicine (Beihang University), Ministry of Industry and Information Technology of the People's Republic of China, Beijing 100191, PR China; Beijing Engineering Research Center of Cardiovascular Wisdom Diagnosis and Treatment, Beijing 100029, PR China. Electronic address:
Background And Objective: Single-source domain generalization (SSDG) aims to generalize a deep learning (DL) model trained on one source dataset to multiple unseen datasets. This is important for the clinical applications of DL-based models to breast cancer screening, wherein a DL-based model is commonly developed in an institute and then tested in other institutes. One challenge of SSDG is to alleviate the domain shifts using only one domain dataset.
View Article and Find Full Text PDFRecent advances in teaching-learning methodologies of the Ayurveda education system.
J Educ Health Promot
November 2024
Department of Dravyaguna, Mahatma Gandhi Ayurved College, Hospital and Research Centre, Salod (H), Datta Meghe Institute of Higher Education and Research (Deemed to be University), Wardha, Maharashtra, India.
Teaching and learning are two sides of the same coin. Ayurveda, the ancient system of medicine that originated in India, has a long history of teaching and learning methods. In the early days, Ayurvedic knowledge was primarily transmitted through oral tradition, with teachers passing down their knowledge to students through direct communication.
View Article and Find Full Text PDFLeadership and : doing good or doing well?
BJPsych Bull
January 2025
University of Warwick, Coventry, UK.
Modern management has much to learn from ancient wisdoms. Management structures based on corporate trends were transferred from business to services such as healthcare to promote cost-efficiency and productivity. In this article, I argue that the short-term approach of corporate leaders being brought into healthcare for 'transformation' has led to a trail of service dismemberment with no discernible clinical gain for those we seek to serve.
View Article and Find Full Text PDFThe Potential of Natural Products in Metabolic Disease Management: A Thorough Exploration of the Case of Uganda.
Endocr Metab Immune Disord Drug Targets
January 2025
Research and Development Cell, and Parul Institute of Applied Sciences, Parul University, P.O. Limda, Ta.Waghodia, Dist. Vadodara, Gujarat-391760; India.
As Ugandans grapple with an increase in metabolic diseases, researchers are turning to their rich tradition of natural remedies. This review explores promising plants, such as Moringa oleifera, bridging the gap between the wisdom of Ugandan healers and modern science. Although these plants show potential, challenges remain.
View Article and Find Full Text PDFEmbracing Nature's Wisdom: Liposome-Mediated Amplification of Electrochemiluminescence for the Sensitive and Selective Immunoassay of Serum Amyloid A.
Anal Chem
January 2025
School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing 210094, P R China.
Serum amyloid A (SAA) is a key biomarker for diagnosing inflammatory responses in diseases like influenza and COVID-19. An electrochemiluminescence (ECL) biosensor has been constructed for signal enhancement in SAA detection by encapsulating 4,4',4″,4‴-(1,3,6,8-pyrenetetrayl) tetrakis-benzoic acid (TBAPy) into liposomes. Such biomimetic encapsulation shields the biologically important membrane to avoid aggregation of TBAPy and prevents quenching.
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