It is confusing and I personally don't like the term.
A chemical pregnancy refers to a conception that the cells don't divide properly and the pregnancy fizzles out. Usually this happens very early before 6 weeks.
It is termed chemical as you wouldn't know you were pregnant except for the"chemical" response of the preg test.
Many chemical pregnancies are marked as late periods that were heavier than usual...