Gandhi Medical College

Analytical performance evaluation of commercially available hepatitis A virus IgM immunoassays: ELISA, ICTs, and chemiluminescence immunoassay

Objectives: The objective of the study is to evaluate the diagnostic performance of commercially available hepatitis A virus (HAV) immunoglobulin M (IgM) index tests, specifically enzyme-linked immunosorbent assays (ELISA) and rapid immunochromatographic tests (ICTs), against a c...

Hierarchical federated edge learning with criticality-aware aggregation for privacy-preserving fetal health classification

The automated classification of fetal health from cardiotocographic (CTG) recordings is a crucial machine learning application in obstetric diagnostics. Although centralized predictive models have advanced significantly, their large-scale clinical deployment remains structurally...