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In principle, educators can use writing to scaffold students’ understanding of increasingly complex science ideas. In practice, formative assessment of students’ science writing is very labor intensive. We present PyrEval+CR, an automated tool for formative assessment of middle school students’ science essays. It identifies each idea in a student’s science essay, and its importance in the curriculum.more » « less
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Singh, Purushartha; Gnesdilow, Dana; Cang, Xuesong; Baker, Samantha; Goss, William; Kim, ChanMin; Passonneau, Rebecca J.; Puntambekar, Sadhana (, International Society for the Learning Sciences Conference)Science writing skills depend on a student’s ability to co-ordinate conceptual understanding of science with the ability to articulate ideas independently, and to distinguish between gradations of importance in ideas. Real-time scaffolding of student writing during and immediately after the writing process could ease the cognitive burden of learning to co-ordinate these skills and enhance student learning of science. This paper presents a design process for automated support of real-time scaffolding of middle school students’ science explanations. We describe our adaptation of an existing tool for automatic content assessment to align more closely with a rubric, and our reliance on data mining of historical examples of middle school science writing. On a reserved test set of semi-synthetic examples of science explanations, the modified tool demonstrated high correlation with the manual rubric. We conclude the tool can support a wide range of design options for customized student feedback in real time.more » « less
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Singh, Purushartha; Passonneau, Rebecca J.; Wasih, Mohammed; Cang, Xuesong; Kim, ChanMin; Puntambekar, Sadhana (, Proceedings of the 23rd International Conference on Artificial Intelligence in Education)
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Singh, Purushartha; Gnesdilow, Dana; Cang, Xuesong; Baker, Samantha; Goss, William; Kim, ChanMin; Passonneau, Rebecca J.; Puntambekar, Sadhana (, ICLS2022 Proceedings)
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