the more important factors in fellowship applications are (not in any particular order):

1. Knowing the people in the program well
2. Research in that specific field
3. Letters of recommendation in the field

less important, but still important factors:

1. place of residency/medical school
2. board scores

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Radiology Resident
Chief Resident
MRI Fellow 2008