Is there anything science should not try to explain? Science is knowledge and knowledge is power - power to do good or evil. Sometimes ignorance is bliss.
I think the term poet is a very exalted term and should be applied to a man at the end of his work. When he looks back over the body of his work and he's written poetry then let the verdict be that he's a poet.
