yes it is possible to miscarry in early pregnancy and not even know it
the first trimester is the most "likely" time for miscarriage because your baby is developing and growing very fast these first 3 months, and you have to take very good care of yourself too.
after the first trimester is over chances of misscarriage decrease.
howevere they will be able to test and see during your next scan if everything is ok