Spurious
/ˈspjʊəriəs/ adjective hardNot genuine or authentic, and often meant to deceive by appearing legitimate.
The report's conclusions rested on a spurious correlation between ice cream sales and crime rates.
Memory Trick
Think of spurious as 'spur-ious' -- a spurious claim spurs you down a false trail that looks real but leads nowhere.