Check out Etienne Wenger‘s theory on Communities of Practice. He says the following to describe what makes it different from just a group with shared interests:
Members of a community of practice are practitioners. They develop a shared repertoire of resources: experiences, stories, tools, ways of addressing recurring problems—in short a shared practice. This takes time and sustained interaction.
Intrigued? Read more on it at the link above.