What do we measure by co-authorships?

Interviews with scientists about the content and reward of collaborations, and classification of contributions of co-authors and scientists cited in acknowledgements, identified six types of research collaborations with distinct patterns of rewards; showed that about half of the collaborations are invisible in formal communication channels because they are not rewarded, and showed that about one third of the collaborations are rewarded only by acknowledgements.