2011 had several big stories of previous science stories being wrong. Lists are at NPR and MSNBC. For more, see Retraction Watch. Some fields are more vulnerable than others. Most big medical studies are not replicated. Many psychology studies are bogus. Even physics may soon be retracting the story about neutrinos going faster than light.