Can you send me the code for the Learn More button on the results page. It seems that you will just need to add the ProdcutCategoryID to the link.
When I visit the following url:
products_results.php?Search=1&ProductCategoryID[]=1
The Learn more don't have the ProductCategoryID in the url.