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The word ‘therefore’ in this context means that lack of certainty is the reason error correction is the means by which knowledge is created. I’m not sure that’s the reason.

And it’s not actually clear whether ‘therefore’ refers to the part “This means that we can't be certain about anything” or to “all knowledge contains errors.”

You can avoid all of these issues by simply removing the word ‘therefore’. Simpler.