Thanks for your response.
If I have a separate search form (not the one in the header) will this code still work?
For example, on my catalogue page, I have a search and filter form. The filters are set to be visible and this is where I want all of them to be unchecked but still have all the content in the results box.
Hope that makes sense! I will try your fix in the meantime.