"It would be nice to show how to go from 99.8% t..."

That is: the prior odds are $1 : 100,000$ against HIV, and a positive result in an initial screening favors HIV with a likelihood ratio of $500 : 1.$

It would be nice to show how to go from 99.8% to the 500:1 ratio.