The sport that features weight categories and bouts decided by judges is boxing. In boxing, fighters are classified into categories based on their weight to ensure fair competition. Matches consist of several rounds, and judges score each bout based on factors such as effective punching, defense, and overall control of the fight. This scoring system can lead to a decision victory, knockout, or technical knockout, making strategy and skill essential elements in achieving success in the ring.