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. 2024 Sep 11;10(18):e37820. doi: 10.1016/j.heliyon.2024.e37820

Fig. 1.

Fig. 1

The overall workflow of the study: Data collection, feature encoding, feature selection process, applied evaluation method, development of the MLAFP-XN model, and deployment based on the proposed model.