The Nice bridge crosses the Potomac River at Dahlgren, Va., not the Chesapeake Bay. You will be on US Rt. 301 headed north through Maryland, crossing the Rt. 301 Bay Bridge at Annapolis (same problem) to get to the Eastern Shore. I'd look into the shuttle van at the Chesapeake Bay Bridge Tunnel at Norfolk. That drops you at the southern end of the Eastern Shore (Delmarva Peninsula).
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My C&V Bikes:
1972 Bottecchia Professional, 1972 Legnano Olympiade Record,
1982 Colnago Super, 1987 Bottecchia Team C-Record,
1988 Pinarello Montello, 1990 Masi Nuova Strada Super Record,
1995 Bianchi Campione d'Italia, 1995 DeBernardi Thron