I wouldn't use join in for a broad event. "She joined in the convention" would sound odd to me, because a convention isn't any one specific activity. When talking about events and just using join, we wouldn't generally say join with the event itself. We join someone for the event. He joined us for the work party. More @Wikipedia
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