Crews arrived at the home on Kellis Way in Bridgehampton shortly before 7 p.m. to find multiple people with severe burns.
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A man and a woman were airlifted to Stony Brook University Burn Unit in serious condition. Two others were taken to an area hospital for treatment.
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Southampton Town Detectives are investigating the cause of the explosion.
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