We Are Scientists have been embraced by U.K. critics who know better. But is it too late to win our musical darlings back? Below, a dissection.

In 2005, We Are Scientists emerged as punk-funk debutantes equipped with fully-crafted, danceable hits and a persona that seamlessly mixed scholarship with stupidity. On their first album, With Love and Squalor, the Booklyn-based then-trio of frontman Keith Murray, bassist Chris Cane, and drummer Michael Tapper flirted with their fans stateside, kicked up some feet, and sent ripples through the music press—all the while having good hair.