I am sure Angela knows how to defend herself, but it is obvious she is not accusing of fraud to anybody. Have you felt called in?
The issue of supervised or non-supervised is not the relevant point, if samples have been "massaged" ex-ante. For sure, misclassification is a serious issue, but if...