Are bucket warmers safe to leave on?

Every bucket-style pick here advertises auto shut-off, typically at 60 minutes, and most include 30-minute to 4-hour timer presets. Verified-purchase reviewers repeatedly cite the auto shut-off as the feature that lets them run it unattended before a shower.