Update
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After disabling and enabling the “qTranslate-X” and “Integration: Yoast SEO & qTranslate-X” plugins and saving permalinks, the edit metadata options in yoast are now available in my website.
Seems like the “turn it off and on again” computer engineer joke still applies.