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Kathie Lee Gifford fell victim to a Hollywood producer who pulled the same move Harvey Weinstein allegedly did ... masturbating in front of her during a business meeting.

Kathie Lee told the tale -- which she says happened when she was in her 20s and just starting out in Hollywood. At the time, she says she was just happy she wasn't raped.