Intelligent assessment of English teachers' classroom language interaction and emotional behaviour based on artificial intelligence.

Sci Rep · 2025 · PMC12528482 · PMID 41094095

Europe PMC DOI

hedged sentences

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closest p · 1.0× alpha

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boldest claim

The sentences

marginally significantp < 0.05actually significant

Compared with MAG-BERT and HyCon, BMRN has a marginally significant advantage ( p < 0.05) in Macro-F1-4 and Macro-F1-2.

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marginal significancep < 0.05actually significant

Compared with MAG-BERT and HyCon, it also shows marginal significance in F1 and MAE ( p < 0.05), indicating that the proposed model has better stability and discriminative ability in multiple dimensions.

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