Inputs:
Underlying: $18.00
Strike: $20.00
DTE: 8
Vol: 75%
Delta: 0.1863
Gamma: 0.1341
Theta: -0.0336
Vega: 0.0071
Rho: 0.0007
Current Price: $0.20
How do I calculate the probability of this call option touching $0.50 prior to expiration?

Ok, so using the CBOE option pricing tool, I calculated this option would be worth $0.50 (today) if the underlying is >= $19.13
So how do I figure the probability of the stock touching $19.13 in the next 8 days? Mind two of those days are not trading.
You're right. But its worse than that! My original intuition, essentially that you can price a one touch on an option the same way you price a one touch on a non-option underlying, is completely wrong. Thinking on it, I don't see any obvious closed-form model for it. A quick google search doesn't turn up anything either. It could be done with a simulation or tree -- incorporate skew, smile as in Haug, ignore vol term structure on near term option.you can't price a one-touch this way, you need to take into account the skew and term structure.