Is minimizing weight average cost of capital by having a largely
debt-based capital structure a high-risk strategy, given the threat of
bankruptcy in an over leveraged business?

Yes, yes it is.  Think about it, you're already over-leveraged and
teeteering on bankruptcy, and yet you want to load up more on debt as
against equity? :)