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Meir participated in the NASA Extreme Environment Mission Operations 4 (NEEMO 4) in 2002. She was one of four astronauts selected for the mission, which simulated a space mission in a 12-day underwater habitat at the Aquarius Reef Base in Key Largo, Florida. The mission was designed to test new equipment and procedures for future space missions.