What question did this study set out to answer?

The aim is to develop an effective method for detecting social-emotional learning using advanced techniques.

November 21, 2025Scientific ReportsOpen Access

An enhanced social emotional recognition model using bidirectional gated recurrent unit and attention mechanism with advanced optimization algorithms

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Proposed model classifies social-emotional learning in children, indicating improved mental health and academic success.

The aim is to develop an effective method for detecting social-emotional learning using advanced techniques.
Utilized text pre-processing to clean and structure data.
Implemented TF-IDS for word embedding.
Employed BiGRU with attention mechanism for classification.
Applied improved whale optimizer algorithm for hyperparameter selection.
Achieved a notable accuracy of 99.50% in emotion detection.
Demonstrated superiority over existing models.

Alsudais et al. (2025) studied this question.

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