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I can't tell from your description if what you're trying to predict is a continuous-valued response or a binary (dichotomous) response. If it's a continuous-valued response, you have a regression problem, and you want to use some kind of a residual-based loss function such as MSE. If it's a binary-valued response, then precision and recall are exactly the right measures to use.