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This paper deals with the problem of knowledge as a human activity that embodies a set of different strategies to be solved. The current analysis focuses over a set of epistemic arguments about knowledge according to the modern science that began in the sixteenth century in Europe. In specific, scientific knowledge is explored as a fuzzy set, which it is establish its epistemic and methodological bounds. All of this under the central question: lineal scientific explanation is enough? [ABSTRACT FROM AUTHOR]