This dataset is part of the MSc dissertation study titled 'Investigating the Potential of Identifying Kidney Disease-Related Articles Using Transformer Models and Large Language Models' at the University of Southampton. It consists of 16,297 Meta-Analyses and Systematic Reviews articles extracted from PubMed, published between June 22, 2019, and June 22, 2024. The articles are categorized into two classes: