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Capsule network approach for monkeypox (CAPSMON) detection and subclassification in medical imaging system.
Sci Rep
January 2025
Department of Computer Science and Engineering, E.G.S. Pillay Engineering College, Nagapattinam, 611002, Tamil Nadu, India.
In response to the pressing need for the detection of Monkeypox caused by the Monkeypox virus (MPXV), this study introduces the Enhanced Spatial-Awareness Capsule Network (ESACN), a Capsule Network architecture designed for the precise multi-class classification of dermatological images. Addressing the shortcomings of traditional Machine Learning and Deep Learning models, our ESACN model utilizes the dynamic routing and spatial hierarchy capabilities of CapsNets to differentiate complex patterns such as those seen in monkeypox, chickenpox, measles, and normal skin presentations. CapsNets' inherent ability to recognize and process crucial spatial relationships within images outperforms conventional CNNs, particularly in tasks that require the distinction of visually similar classes.
View Article and Find Full Text PDFThe Oncogenic Human Papillomavirus Involvement as a Risk Factor of Measles, Mumps, and Rubella Vaccine Immunotherapy Failure in Anogenital Warts.
Int Med Case Rep J
January 2025
Department of Dermatology and Venereology, Faculty of Medicine, Universitas Padjadjaran - Dr. Hasan Sadikin Hospital, Bandung, Indonesia.
Anogenital warts (AGW) including multiple types of human papillomavirus (HPV) are prevalent. In this context, oncogenic HPV infection leads to anogenital cancers and the lesion is more persistent. Several research on AGW therapy with measles, mumps, and rubella (MMR) vaccine injections have been successful without adverse effects.
View Article and Find Full Text PDFA systematic review and meta-analysis of adverse events following measles-containing vaccines in infants less than 12 months of age.
Vaccine
January 2025
The Child and Adolescent Clinic, Juliane Marie Center, The Danish National University Hospital "Rigshospitalet", Copenhagen, Capital Region of Denmark, Denmark; Institute for Clinical Medicine, University of Copenhagen, Denmark.
Background: Lowering the age for receiving the first dose of a measles-containing vaccine (MCV1) has been suggested to close the emerging immunity gap in infants. However, tolerability remains one of the main concerns for vaccine-hesitant parents. We conducted a systematic review and meta-analysis of reactogenicity following MCV1 in infants under 12 months of age.
View Article and Find Full Text PDFMeasles Among the Foreign-Born Population Residing in Spain, 2014-2022: Missed Opportunities for Vaccination.
Vaccines (Basel)
December 2024
National Centre for Epidemiology, Institute of Health Carlos III, 28029 Madrid, Spain.
Background/objectives: Spain has been in a measles elimination phase since 2014. No evidence exists about the distribution of measles cases among the population born outside Spain. The aim of this study was thus to describe the epidemiological situation of measles, stratified by place of birth, during the post-elimination period in Spain.
View Article and Find Full Text PDFIsolated loss of vaccine immunity in the protein losings syndrome in a patient with a reverse one and a half ventricle palliation ("failing Fontan-like physiology").
Cardiol Young
January 2025
Department of Pediatric Cardiology, Intensive Care Medicine and Congenital Heart Disease, Justus Liebig University, Giessen, Germany.
Background: A subgroup of CHDs can only be treated palliatively through a Fontan circulation. In case of a failing Fontan situation, serum proteins are lost unspecifically and can also lead to a loss of vaccine antibodies. In a failing Fontan situation, heart transplantation may be the only feasible option.
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