C's though were failing. Still, you had to try really hard to fail. The B's were inflated.
The difference is probably domains - a Ph.D. in cognitive neuroscience doesn't prepare you for much else than doing science. There, judgment for a tenure-track job begins and ends with publications. And no one will want to see grades and no CV ever includes them.