Does the device/algorithm have to be trained on a specific person's brain/physical parameters? Or could this be swapped to another arbitrary person and work ess

Does the device/algorithm have to be trained on a specific person's brain/physical parameters? Or could this be swapped to another arbitrary person and work essentially the same? The thought behind the question: how similar is everyone's process to construct the word "happy"?