cognitive networks

Six years of writing revealed subject-, grade-, and gender-linked cognitive network patterns

Jianheng Zhang, Tiong-Thye Goh, Dexin Chen, Yuan Gong, Bing Yang, Liqin Pan, Ting Song, Shiqi Yu, Hanzhen Li

Frontiers in Psychology

How thematic and cognitive structures in children's writing vary across subjects, grades, and gender groups. The analysis reported distinct and nuanced network configurations across subjects, grade levels, and gender groups. Observed group patterns do not define individual ability, prove developmental causes, or justify essentialist gender conclusions; validity also depends on the coding scheme and corpus composition.

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