Dear Editor-in-Chiefs, I am pleased to submit our manuscript titled "Metal Price Spike Prediction via a Neurosymbolic Ensemble Approach" for the Special Issue on Neuro-Symbolic AI and Domain Specific Conceptual Modelling. This paper is an extended version of a recent conference paper submission to ICDM. In this version, we introduce a new condition selection method, Threshold filtering, as an alternative approach to our previously used methods. This addition yields different results, and we have expanded the Experiments section to reflect these updates with the new findings. Thank you for considering this extended version of our work.