The definitions given here are an attempt of the author.
Morpheme: The smallest unit that carries meaning.
Stem/Root: A morpheme that serves as a base for forming new words by the addition of affixes or words.
Simple word: A word that cannot be broken down into smaller meaningful parts.
According to the definitions given above stems or morphemes can be a simple words.
Examples:
cloth word /stem
table word/stem