No they didn't. A control group inherently implies the researchers made an intervention in the first place (or else there was a "natural experiment" where people were randomly placed in group or another). That didn't happen here, as this was purely an observational study.
Observational studies can have synthetic controls. The term, as such, doesn’t mean precisely what you think it means.