This paper aims to conceptually analyze "large-scale data" in the healthcare field to improve its clarity in the literature. Thematic analysis was applied to avoid the haphazard results in recognizing the attributes, antecedents, and consequences of the concept analysis. Large-scale data is a huge heterogeneous amount of data characterized by high volume, velocity, variety, and veracity. Large-scale data analysis supports the early prevention measures through the prediction of chronic diseases, reducing the cost, and unnecessary admission and re-admission of hospitalization. Large-scale data is a huge amount of data that is beyond managing.
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Infect Dis Model
June 2025
School of Public Health, Nanjing Medical University, Nanjing, 211166, China.
Background: At the end of 2022, China adjusted its coronavirus disease 2019 (COVID-19) prevention and control strategy. How this adjustment affected the cumulative infection rate is debated, and how second booster dose vaccination affected the pandemic remains unclear.
Methods: We collected COVID-19 case data for China's mainland from December 7, 2022, to January 7, 2023, reported by the World Health Organization.
Biodivers Data J
January 2025
Dynafor, INRAE, INP, ENSAT, 31326, Castanet Tolosan, France Dynafor, INRAE, INP, ENSAT, 31326 Castanet Tolosan France.
Background: DNA barcoding and metabarcoding are now powerful tools for studying biodiversity and especially the accurate identification of large sample collections belonging to diverse taxonomic groups. Their success depends largely on the taxonomic resolution of the DNA sequences used as barcodes and on the reliability of the reference databases. For wild bees, the barcode sequences coverage is consistently growing in volume, but some incorrect species annotations need to be cared for.
View Article and Find Full Text PDFHeliyon
July 2024
Department of Vascular Surgery, the Affiliated Hospital of Southwest Medical University, Luzhou, 646000, Sichuan, China.
Introduction: Compared to aortic dissection and isolated visceral artery dissection, multiple peripheral arterial dissections have not been formally reported to date. Currently, there is no well-established treatment for this condition, and large-scale studies with extensive sample data are lacking.
Case Presentation: A 56-year-old male, was provisionally diagnosed with " idiopathic multiple peripheral arterial dissections.
Transl Androl Urol
December 2024
Department of Urology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China.
Background: Some studies suggest a potential association between plasma lipidome and erectile dysfunction (ED), but the underlying mechanism and whether circulating inflammatory proteins act as mediators remain unclear. The purpose of this study was to investigate the potential causal relationships between plasma lipidome, inflammatory proteins, and ED.
Methods: Plasma lipidome, circulating inflammatory proteins, and ED cases were identified based on the summary data from several large-scale genome-wide association studies (GWAS).
Philos Trans A Math Phys Eng Sci
January 2025
IBM Research-Europe, 8803 Rüschlikon, Zurich, Switzerland.
Encryption and decryption of data with very low latency and high energy efficiency is desirable in almost every application that deals with sensitive data. The advanced encryption standard (AES) is a widely adopted algorithm in symmetric key cryptography with numerous efficient implementations. Nonetheless, in scenarios involving extensive data processing, the primary limitations on performance and efficiency arise from data movement between memory and the processor, rather than data processing itself.
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