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The purpose of this study is to conduct a qualitative content analysis of students’ written solutions in a science learning game. We identified different argumentation structures and interpreted the structures related to collaboration and knowledge gain in the game. These findings also indicate a rethinking of the ways to evaluate students’ written solutions to complex problems.