It just may be that these things should be reviewed a little closer by people who are obsessive about correctness

No amount of review is enough. As anyone who's worked in quant science will attest, a model that hasn't repeatedly made correct out-of-sample predictions is most likely worthless, as it's far far easier to overfit a model to data than to predict the future.