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Applying YOLOv6 as an ensemble federated learning framework to classify breast cancer pathology images.
Sci Rep
January 2025
Department of Computer Science and Engineering, University Institute of Technology, Rajiv Gandhi Proudyogiki Vishwavidyalaya (State Technological University of Madhya Pradesh), Madhya Pradesh, Bhopal, 462033, India.
The most common carcinoma-related cause of death among women is breast cancer. Early detection is crucial, and the manual screening method may lead to a delayed diagnosis, which would delay treatment and put lives at risk. Mammography imaging is advised for routine screening to diagnose breast cancer at an early stage.
View Article and Find Full Text PDFIncidence and treatment of anastomotic leakage after esophagectomy in German acute care hospitals: a retrospective cohort study.
Int J Surg
January 2025
Department of Surgery, Technical University of Munich, TUM School of Medicine and Health, Klinikum rechts der Isar, Munich, Germany.
Background: Anastomotic leakage (AL) is a major concern following esophagectomy due to the associated morbidity and mortality. The impact of hospital volume on postoperative outcomes after esophagectomy has previously been reported. The aim of this study was to analyze the current trends in postoperative anastomotic leakage and associated failure-to-rescue after esophagectomy in relation to hospital volume in German acute care hospitals using real-world data from the German Diagnosis-Related Groups (G-DRG) database.
View Article and Find Full Text PDFLow-cost physiology and behavioral monitor for intravital imaging in small mammals.
Neurophotonics
January 2025
Northeastern University, Department of Bioengineering, Boston, Massachusetts, United States.
Significance: Functional brain imaging experiments in awake animals require meticulous monitoring of animal behavior to screen for spontaneous behavioral events. Although these events occur naturally, they can alter cell signaling and hemodynamic activity in the brain and confound functional brain imaging measurements.
Aim: We developed a centralized, user-friendly, and stand-alone platform that includes an animal fixation frame, compact peripheral sensors, and a portable data acquisition system.
Point-of-care nucleic acid testing - a step forward in controlling the HIV epidemic: A review.
HIV Med
January 2025
Centre for Immunology and Vaccinology, Imperial College London, London, UK.
Introduction: The HIV/AIDS epidemic, with 85.6 million infections and 40.4 million AIDS-related deaths globally, remains a critical public health challenge.
View Article and Find Full Text PDF[Residential areas, travel burdens, and children with cancer: Analysis of mobility and mortality ratios using data from Japan's national population-based cancer registry].
Nihon Koshu Eisei Zasshi
January 2025
Graduate School of Engineering Science, Osaka University.
Objectives Although childhood cancer treatment has recently become centralized at specialized hospitals worldwide, the relationship between mortality ratios and living in rural areas or traveling long distances for treatment remains controversial. In the present study, we examined whether regional differences in patient mobility and mortality ratios exist in Japan.Methods We investigated 10,713 patients with cancer aged ≤18 years, diagnosed between 2016 and 2019, registered in the national cancer registry data.
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