In this paper we discuss a special case of knowledge creation (pattern mining) that was studied using a hermeneutic circle. Hermeneutics assists the oscillation between tacit and explicit knowledge through the process of knowledge qualification, combination, socialization, externalization, internalization and introspection. Our investigation of the knowledge creation process lead to the enrichment of the knowledge creation framework proposed by Wickramasinghe and Lichtenstein, allowing us to reflect on activities and aspects of knowledge elicitation across an application domain and involving practitioners who do not communicate directly.