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Fig 1.

Bland–Altman analysis of two assessments.

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Table 1.

Analysis of different generative artificial intelligence tools using Kendall’s W.

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Table 2.

Descriptive statistics of gai-generated quality scores for Chinese empirical educational research papers (2004–2023).

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Table 2 Expand

Table 3.

Frequency distribution of scores across 31 quality indicators (N = 2,145).

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Table 4.

Objectively derived weights for the 31 quality indicators using the CRITIC method.

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Fig 2.

Annual evaluation results of empirical educational research journal articles in China from 2004 to 2023.

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Fig 2 Expand

Fig 3.

Development trends of empirical educational research in China from 2004 to 2023.

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