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This thread is resolved. Here is a description of the problem and solution.
Problem: Solve the database error found in WPML -> Translation Management. The error message is: [Illegal mix of collations for operation 'UNION']
Solution: In the database, make sure that all table are using the same collation, for example ex.utf8mb4_unicode_ci.