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This thread is resolved. Here is a description of the problem and solution.
Problem: Admin bar not showing on the secondary languages when the option "languages on different domains" is enabled.
Solution: This is actually how WPML is expected to work when the option "languages on different domains" is used. The admin bar is only visible on the default language.
Related documentation: Language URL Options