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http://dx.doi.org/10.1055/s-0042-108193 | DOI Listing |
In the context of Chinese clinical texts, this paper aims to propose a deep learning algorithm based on Bidirectional Encoder Representation from Transformers (BERT) to identify privacy information and to verify the feasibility of our method for privacy protection in the Chinese clinical context. We collected and double-annotated 33,017 discharge summaries from 151 medical institutions on a municipal regional health information platform, developed a BERT-based Bidirectional Long Short-Term Memory Model (BiLSTM) and Conditional Random Field (CRF) model, and tested the performance of privacy identification on the dataset. To explore the performance of different substructures of the neural network, we created five additional baseline models and evaluated the impact of different models on performance.
View Article and Find Full Text PDFFront Biosci (Landmark Ed)
January 2025
Department of Nutrition and Dietetics, School of Health Sciences and Education, Harokopio University, 17676 Athens, Greece.
Platelet aggregation and inflammation play a crucial role in atherothrombosis. Wine contains micro-constituents of proper quality and quantity that exert cardioprotective actions, partly through inhibiting platelet-activating factor (PAF), a potent inflammatory and thrombotic lipid mediator. However, wine cannot be consumed extensively due to the presence of ethanol.
View Article and Find Full Text PDFCult Health Sex
January 2025
Department of Management, Bogazici University, Istanbul, Türkiye.
This paper examines the motivations and experiences of older French-speaking men who relocate to Thailand driven by the desire for a more fulfilling and liberated lifestyle that contrasts with their experiences in their home countries. Through an analysis of video interviews with 31 expatriates available online, the study reveals a prevalent trend among these men to initially engage in short-term sexual relationships, enjoying the freedoms of Thailand's vibrant social scene. However, as they acclimate to their new environment, a significant shift towards long-term partnerships is observed, marking a transition from transient interactions to more meaningful connections.
View Article and Find Full Text PDFBr J Hosp Med (Lond)
January 2025
Department of Medicine, Rawalpindi Medical University, Rawalpindi, Pakistan.
The advent of once-weekly insulin icodec is a promising development in the care of individuals with diabetes. These once-weekly formulations aimed to improve patient adherence and quality of life for patients who find daily injection administration challenging. Insulin icodec has demonstrated comparable glycemic control to conventionally used daily basal insulins, such as insulin glargine and degludec, in the ONWARDS clinical trials.
View Article and Find Full Text PDFJ Integr Neurosci
January 2025
Department of Ophthalmology, University Hospital of Udine, 33100 Udine, Italy.
The complicated neurological syndrome known as multiple sclerosis (MS) is typified by demyelination, inflammation, and neurodegeneration in the central nervous system (CNS). Managing this crippling illness requires an understanding of the complex interactions between neurophysiological systems, diagnostic techniques, and therapeutic methods. A complex series of processes, including immunological dysregulation, inflammation, and neurodegeneration, are involved in the pathogenesis of MS.
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