contrast, displayed a negative coefficient, indicating connectivity at this particular node was a negative predictor of performance. These findings largely mirror our earlier results, suggesting the importance of hippocampus, prefrontal cortex, and parts of parietal cortex to successful memory retrieval. They also provide an important extension by showing a direct relationship between connectivity at specific brain hubs and individual participant memory performance.