Notably, the dataset for developing the information-driven machine Understanding model comprises two,820 observations. To be certain a robust educate and Examine, 90% of dataset had been allotted to the coaching and validation. This allocation was applied making use of k-fold cross-validation, precisely with five folds, to reinforce the model’s waiting for link from Forum Profiles (11)