The methods section describes a mixed study design, which is appropriate for the objectives. The source population and sampling methods are stated, but critical definitions (e.g., what constitutes "engaged in HIV treatment") could be clearer. While the software packages for data analysis are mentioned, naming specific statistical tests or procedures used would improve this section.