Dr. Nancy Agnes presents the distinctions between systematic reviews and meta-analyses in her academic talk, highlighting that a systematic review summarizes evidence to address a research question while a meta-analysis statistically combines results from multiple studies. Systematic reviews follow defined stages to collect and evaluate data, yet not all employ meta-analysis due to potential biases or inconsistencies in the data. The document emphasizes the importance of rigorously applying these methodologies to enhance the quality of research findings, cautioning against blind acceptance of results.