Feature heatmaps for individual spectral interpretations. The baseline is a background pseudo-continuum used to compute SHAP values, highlighting spectral features. The color indicates the SHAP value size: redder features contribute positively, while bluer ones contribute negatively to the model’s interpretation of carbon stars. The sum of SHAP values approximates the model output, with a larger sum indicating a stronger likelihood of the spectrum being identified as a carbon star.