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Table 1.

List of abbreviations.

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Fig 1.

The framework of the interpretable academic achievement prediction model.

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Table 2.

Student achievement prediction indicator system.

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Table 2 Expand

Table 3.

Description of indicator types.

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Table 4.

The pseudo-code for the XGBoost-Shap.

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Table 5.

Optimal hyperparameter combinations of the four models.

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Table 6.

Comparison of the ability to predict and fit of the four models.

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Fig 2.

Indicator importance of offline teaching.

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Fig 3.

Summary plot of offline teaching.

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Fig 4.

Indicator importance of online teaching.

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Fig 5.

Summary plot of online teaching.

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Fig 6.

Indicator importance of blended teaching.

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Fig 7.

Summary plot of blended teaching.

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