2 solutions: a) stop doing experiments that just look for correlation without any attempt to get at mechanism. Of course sometimes you can't avoid this and then

2 solutions: a) stop doing experiments that just look for correlation without any attempt to get at mechanism. Of course sometimes you can't avoid this and then 2) use lower p values. Don't waste thousands or millions (more) dollars following up 5% results.