An automated privacy-preserving self-supervised classification of COVID-19 from lung CT scan images minimizing the requirements of large data annotation.

This study presents a novel privacy-preserving self-supervised (SSL) framework for COVID-19 classification from lung CT scans, utilizing federated learning (FL) enhanced with Paillier homomorphic encryption (PHE) to prevent third-party attacks during training. The FL-SSL based framework employs two publicly available lung CT scan datasets which are considered as labeled and an unlabeled dataset. The unlabeled dataset is split into three subsets which are assumed to be collected from three hospitals.

Comparative effectiveness of school-based obesity prevention programs for children and adolescents: a systematic review and network meta-analysis.

Introduction: While many randomized controlled trials (RCTs) have demonstrated the positive effects of school-based programs in reducing body fat among children and teenagers, there is no conclusive evidence to indicate that one approach is superior to another, largely due to the lack of direct and indirect comparisons. This study evaluated the relative effectiveness of various school-based obesity prevention initiatives in improving body mass index (BMI) among children and adolescents using network meta-analysis.

Methods: Searches included four databases focusing on articles published in English between the years 2002 and 2024.

Endosinotarsal vs. Exosinotarsal Subtalar Arthroereisis in Treating Pediatric Flexible Flat Feet: A Systematic Review and Meta-Analysis of Comparative Studies.

Background: Pediatric flexible flatfoot (FFF) is a common condition characterized by the collapse of the medial longitudinal arch, which can lead to pain and functional impairment in a subset of patients. Subtalar arthroereisis (AR) is a minimally invasive procedure that corrects FFF by limiting excessive pronation of the subtalar joint. Two main techniques exist: endosinotarsal AR, which involves placing an implant in the sinus tarsi, and exosinotarsal AR, which uses a screw external to the sinus tarsi.

Knowledge regarding human monkeypox among a sample of undergraduate and post-graduate students from selected tertiary institutions in Bangladesh: An online-based cross-sectional study.

Background: The recent human monkeypox (mpox) outbreak in 2022 has become a serious concern due to its rapid expansion to various non-endemic countries. There is limited information about the knowledge regarding mpox among the Bangladeshi population. Therefore, this study's objectives were to: (i) determine the level of knowledge regarding mpox among undergraduate and post-graduate students in Bangladesh, and (ii) assess the determinants of knowledge regarding mpox among the study sample.

Study protocol for COVID-19 breakthrough infections and vaccine-induced immune response among a cohort of healthcare workers, Bangladesh.

Background: To optimize vaccination strategies, it is useful to detect breakthrough infections and assess vaccine effectiveness in programmatic use. Monitoring emerging SARS-CoV-2 variants and vaccine effectiveness against them is also essential to determine the most effective vaccine options. This study aims to monitor SARS-CoV-2 breakthrough infections, the emergence of new SARS-CoV-2 variants, and host immune response during the peri-infection period of COVID-19.