The phrase "gotten scot free" generally means to escape punishment or consequences for one's actions. Some synonyms for this phrase could include "getting away with something," "evading justice," or "escaping retribution." Other potential synonyms might include "sidestepping consequences," "avoiding punishment," or "dodging the bullet." In some cases, the phrase "getting off scot free" might also be used interchangeably with "gotten scot free" to convey a similar meaning. Ultimately, these phrases all speak to the idea of avoiding responsibility or consequences for one's actions, which can sometimes result in frustration or resentment from those who feel that justice has not been served.