Fig. 2
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Interpretable CSD development framework. Conceptual overview of the iterative approach combining classifier training, SHAP-based misclassification analysis, and informed feature engineering. The method follows a closed-loop cycle: building a model, diagnosing its failure modes, and using the resulting insights to refine the model in successive iterations.
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