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The Collaborative International Dictionary
Stigmatically

Stigmatically \Stig*mat"ic*al*ly\, adv. With a stigma, or mark of infamy or deformity.

Wiktionary
stigmatically

adv. With a stigma, or mark of infamy or deformity.