Failing to recuse himself has really caused him a level of reputational damage that non-lifetime appointees would not survive.
Kind of a cosmic irony to me that after years of being the Supreme Court's most reliably banal, consistently aligned judge after a confirmation hearing where he was accused of sexual misdeeds, it's his long-suffering wife who might bring him down.