In fact, Henry Round at Marconi Labs noted the emission of light from a semiconductor diode 100 years ago and, independently, a forgotten Russian genius — Oleg Losev — discovered the LED.
Opengeiger uses the BPW34 diode because it is relatively common ... a lot of amplification (100,000x), low noise, and high bandwidth are a must.