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If within fourteen days after the sale Sheppard's have received from the buyer of any lot notice in writing that in his view the lot is a deliberate forgery and within twenty-one days after such notification the buyer returns the same to Sheppard's in the same condition as at the time of sale and by producing evidence, the burden of proof to be upon the buyer, satisfies Sheppard's that considered in the light of the entry in the catalogue the lot is a deliberate forgery then the sale of the lot will be rescinded and the purchase price of the same refunded

The F1-score, defined as the harmonic mean of precision and recall, provides a balanced assessment of detection accuracy, particularly under class-imbalanced conditions