This is only true if you can’t make more. If you can high prices are a powerful incentive for entrepreneurs to make more. When something is needed really badly for public health reasons the government should either be paying top dollar for delivery as close as possible to right now or paying up front for later delivery at a premium to normal prices. That way the manufacturers of what you want don’t pass on the extra sales for fear of going bankrupt.
They can't - and that's simply because there's not enough of them and nothing can circumvent that fact quickly. Let's not pretend you can solve a public health crisis with monetary policy.