In analyses run by a team, researchers take on multiple roles:

as inventors who create ideas and hypotheses;

as optimistic analysts who scrutinize the data in search of confirmation; and

as devil's advocates who try different approaches to reveal flaws in the findings. The very team that invested time and effort in confirmation should subsequently try to make their hard-sought discovery disappear.

1.Crowdsourced research: Many hands make tight work | Nature