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This paper is a reflection which seeks to stimulate discussion and debate concerning the different meanings that the concepts of generalization and inference can take on, based on the approach or perspective that is being employed. For this purpose the importance and usage which has been accorded to these concepts within the field of classic-modern epidemiology is taken into consideration, especially in order to define internal and external validity issues and to formulate hypotheses. Next the main arguments are presented and are defended by Clifford Geertz from his epistemological perspective of interpretive ethnography and based on his theoretical conception of culture. Subsequently the ideas maintained by Juan Samaja are presented from his epistemological and methodological approach for research into health, advocating primarily for abductive reasoning, and not simply inductive and deductive, which have until now been privileged in logic studies. Finally a discussion and conclusions are presented, highlighting that from these three perspectives public health has the opportunity to expand its new knowledge generation processes and to better understand the conditions for good collective health and wellbeing. [ABSTRACT FROM AUTHOR]