Turning Negative Self-Talk Around

When kids say something like "I'm stupid," a parent's first instinct is to tell them they're wrong. But in this case, our instincts are, well, wrong and stupid. What's the best way to help kids who are down on themselves? Mentioned: The "growth mindset" concept [https://www.mindsetworks.com/science/].