fwiw (as I'm a total newb ) in a recent academic paper I've read, the authors seem to favor bid/ask spread over volume or OI. So they use something like:
IL = (ask price - bid price) / mid price
Also volume by itself is not a reliable indicator of liquidity and you need for example to take...