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The paper discusses two body-language Human Computer Interaction (HCI) modalities, namely facial expressions and hand gestures, for healthcare and smart environment applications. This is an expanded version of a paper presented at the 3rd IEEE International Workshop on Medical Measurements and Applications, 9 10 May 2008, Ottawa, ON, Canada.