This paper simplifies and encapsulates the past, present and future for developing vaccines, especially against AIDS. Needed technical information and how it can best be obtained are delineated. The views are my own and may not be shared by others. The science enterprise, including that for vaccines, is enmeshed in the major evolution and restructuring of many of the world's institutions. Changes brought by the knowledge revolution impinge on scientific information, technology, public policy, societal demands, private and public funding, academic and industrial organization and economic opportunity. Public-supported research is not an entitlement. It is in the scientific establishment's best interest to organize for greatest efficiency and effectiveness to bring paybacks commensurate with public investment.
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JMIR Res Protoc
January 2025
Data and Web Science Group, School of Business Informatics and Mathematics, University of Manneim, Mannheim, Germany.
Background: The rapid evolution of large language models (LLMs), such as Bidirectional Encoder Representations from Transformers (BERT; Google) and GPT (OpenAI), has introduced significant advancements in natural language processing. These models are increasingly integrated into various applications, including mental health support. However, the credibility of LLMs in providing reliable and explainable mental health information and support remains underexplored.
View Article and Find Full Text PDFPLoS One
January 2025
Department of Computer Science, Faculty of Computing, Federal University of Lafia, Lafia, Nasarawa State, Nigeria.
PLoS One
January 2025
School of Management, Xi'an Polytechnic University, Xi'an, Shaanxi, China.
This article compares the population agglomeration characteristics of the Xi'an metropolitan area in western China with those of metropolitan areas in other regions officially approved by the Chinese government. The kernel density estimation method and Markov chain model were used to conduct the study. The results revealed that from 2010 to 2020, the population agglomeration level of the Xi'an metropolitan area showed a trend of first increasing and then decreasing.
View Article and Find Full Text PDFJMIR AI
January 2025
Department of Information Systems and Business Analytics, Iowa State University, Ames, IA, United States.
Background: In the contemporary realm of health care, laboratory tests stand as cornerstone components, driving the advancement of precision medicine. These tests offer intricate insights into a variety of medical conditions, thereby facilitating diagnosis, prognosis, and treatments. However, the accessibility of certain tests is hindered by factors such as high costs, a shortage of specialized personnel, or geographic disparities, posing obstacles to achieving equitable health care.
View Article and Find Full Text PDFAdv Sci (Weinh)
January 2025
School of Materials Science and Engineering, Harbin Institute of Technology, Harbin, 150001, P. R. China.
Electric-field-induced shape memory effect has potential applications in electromechanical actuator. Here, this study proposes the a phase structure design routine in (1-x)(75NaBiTiO-25SrTiO)-xPbTiO ceramics to obtain large electromechanical response and shape memory effect. It is found that the shape memory effect is closely related to the bending deformation induced by asymmetric polarization between positive and negative electrodes, which is resulted from the reductions of Bi and Pb because of electron injection from negative electrode.
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