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Charlie was born in Los Angeles at 9:40 a.m.
"Mother and child are doing well," according to a CBS statement.
Charlie is the first child for 39-year-old Chen, who hosts "The Early Show" and "Big Brother." Moonves, 60, has three other children from a previous marriage.