The idea there is to sever the spinal column, a clean, painless death.
Another method used in the field is thoracic compression. Squeeze the chest for a little while and the mouse suffocates.
When we trap in an oldfield, this is how we make Mus musculus go away. It's an invasive species and it messes with our study species. When we catch house mice, they don't survive the experience.