There are cases where people have doctored images in their research data, or completely fabricated data to meet a significance threshhold.
There may be ambigious cases but there are non-ambiguous cases too.
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or scientist who just don't understand statistics.
a biologist can understand how zillions of proteins interact with each other without understanding how to work with raw data.
We had to pass statistic courses in biology also.