Does soil temperature predict bumble bee queen emergence in spring?

Bumble bee queens hibernate throughout the winter by burying themselves in the ground. In the spring they emerge from their hibernation and begin looking for nest sites. Researchers have noticed that some species tend to wake up from hibernation earlier than others. The timing of when different species wake up from hibernation could be related to soil temperature; perhaps early emerging species hibernate in the top layers of soil which could warm up faster than deeper layers waking them up faster.
A bumble bee landed on a flower in the field
To test the impact of soil temperature on queen bumble bee emergence timing, we surveyed for bumble bee queens, while simultaneously measuring soil temperature at different depths.

In our preliminary analyses we found that some species, particularly early emerging species may respond to soil temperature, while later emerging species may respond more to air temperature.
A bumble bee with a radio tag on its back climbing on Amanda's finger