[kaliken]

I would warn against just tape. If you are going to make a psuedo-collet I would go with Adams approach. We have done things like this before and it works well, though we have used PVC or something we can compress against

My reasoning is that you need a surface that you can bear against such that the part does not slip inside the chuck. Tape IMHO may not provide enough rigidity.