> If you publish an academic paper with quantitative analysis, academics will tear into the details of analysis

This is how it should work, but at least in the type of fields that we're talking about here, in practice this doesn't happen. I've published seminal papers in my field which have been cited hundereds of times. Not even the peer reviewers (let alone any reader) double checked my calculations.