There are norms developing that should help, but ultimately this won't be fixed until the incentive problems are fixed.

Some of the emerging norms are making data available for replication, publishing your code, and prespecifying your methodology. Also, when building on prior work, it's good to also replicate the finding yourself. I'm not sure how often people do that, but we were encouraged to do so in my PhD program.