I do not think it is outright fraud but rather are result of publication bias. People tend to publish results more often than the lack of a result, and in areas of research where there is much noise compared to signal statistical errors will stand out as interesting.

This is also worsened by that today you have to publish often so you do not have the time to check the result before publishing.