In the federal court system which courts are primarily in charge in hearing cases in the capacity of original jurisdiction in which juries hear the case and determined guilt or innocent.

Answer: Appellate Court

A court that hears an appeal on a trial from a lower court had appellate jurisdiction. Appellate courts do not retry cases, instead they determine whether the original trial court acted according to the Constitution and follow procedures properly.