> If I’m reading a paper outside of my field then I’m not really interested in the details of the equation but more of its application and what it means.

This is fine, until you find the application interesting, and try to apply it. I've had to contact authors just to figure out which one of several parameters a, b, c, or d actually represented. To be fair, these came with apologies.