Most states either terminate or suspend Medicaid benefits upon incarceration. While you’re in prison, the institution holding you is responsible for your medical expenses. Upon release, if the Social Security Administration terminated your benefits, you will have to reapply. If your benefits were only suspended, the SSA might reinstate them.