Its all about the voltage value on the other side of the diode once current passes through.
1N4148 have a voltage drop of 1V which is quite high... Schottky have a much lower forward voltage which means they dissipate less power and will work faster.
Im surprised the Pascal board is that sensitive though I must admit..