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Zhu et al. J. Mater. Inf. 2025, 5, 8  https://dx.doi.org/10.20517/jmi.2024.76   Page 13 of 20
















































































                Figure 4. Performance comparison of different machine learning models and the IGNN model on the test dataset. (A and B) Comparison
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                of model performance, illustrating the R  and RMSE values of different models; (C-F) Scatter plots of predicted values vs. calculated
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