IntroductionThe MADCOW annotation system enables group-based annotation, allowing users to direct annotations toward communities focused on specific domain topics. In smart city environments, such groups may include citizens, urban planners, and domain experts collaborating on urban services, infrastructure, mobility, environment, and public safety. Existing recommendation approaches mainly rely on ontology-based semantic similarity, which limits their effectiveness in dynamic collaborative sett