All of the above concerns likely need to be addressed for water vapor retrievals as well.
Response from Kevin Trenberth:
In the tropics, where temperature variability is less, it may be worthwhile trying to reverse the above and produce a water vapor product. But recall you can not get both without assumptions or values from elsewhere.