Abstract
The aim of this paper is to delve into the epistemological challenge surrounding the qualitative and quantitative aspects of belief and credence through a decision-theoretic framework: belief emerges as a cognitive process balancing the urge for information and the fear of error. The first part is primarily historical, and delves into the philosophy of science and its concern about the acceptance of probabilistic hypothesis. In the second part, the focus shifts from the philosophy of science to contemporary epistemology, specifically the rationality of belief and credence. The main outcome of this paper lies in highlighting how the decision-theoretic approach illuminates the nature of belief rationality, exploring the connection between belief and credence, the context-dependent nature of belief, and the significance of deductive closure as rational requirements.