Bad credit, USDA Rural Development Loan? Will it work?

If someone has held a job for more than 3 years, but has a bad credit history (hospital bills, a credit card bill from the past, one accidental bad check from 4 years ago, and a utility bill owed), does this disqualify the person from being eligible for the USDA Rural Development Loan program?
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