Couldn't you view the output of the last layer of the convnet used as the embedding in this case? Yes, this was a different approach than leveraging user prefer

Couldn't you view the output of the last layer of the convnet used as the embedding in this case? Yes, this was a different approach than leveraging user preferences, but I don't see why this is inherently the wrong approach.