The simple formula is to assume a Dirichlet prior. This gives you score = positives / (negatives + x) and you can fiddle with x to get something that looks

The simple formula is to assume a Dirichlet prior. This gives you score = positives / (negatives + x) and you can fiddle with x to get something that looks reasonable.