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Cavenaghi scored four goals in the 2003 FIFA U-20 World Cup. He played a crucial role in Argentina's success, helping them reach the final, where they eventually lost to Brazil. Cavenaghi's goalscoring prowess was evident throughout the tournament, as he netted important goals in both the group stage and the knockout rounds. His contributions earned him the Golden Shoe award as the tournament's top scorer.