In baseball, "striking out" refers to the situation where a batter accumulates three strikes during their turn at bat, resulting in an out. A strike occurs when the batter swings and misses or when the pitch is in the strike zone but not swung at. This is a key aspect of the game and adds strategic depth to batting and pitching.