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For me the purpose of punctuation is to break up the flow and separate it into chunks. So it makes sense to use a comma in \(f x = k\), where \(k\) is blah. But a new line is a very strong break, so there's no confusion in:
\[ f x = k \]
where \(k\) is blah.