A theory is a systematic set of principles that provides explanations for phenomena, often serving as a foundation for understanding or predicting outcomes within a specific domain. In the context of first-order logic, theories consist of a collection of sentences or axioms that define relationships and properties among objects, forming a framework for logical reasoning and inference.