Their are exceptions but for most students, middle school sets their path. Before entering 9th grade they start taking GT classes, accelerated math, science, English classes, sports, music, debate etc. They have peer sets they take classes with and get influenced by. Of course, there are late bloomers and outliers etc but on average middle school determines your academic destiny upto a certain extent.