Randi Karkov Knudsen, Sine Skovbjerg, Elna Leth Pedersen, Camilla Littau Nielsen, Marie Højriis Storkholm, Connie Timmermann
Factors affecting implementation of mindfulness in hospital settings: A qualitative meta-synthesis of healthcare professionals' experiences
International journal of nursing studies advances
fast flexible communication options limited speechimpaired people hand gestures coupled fast generated speech enable natural social dynamic individuals particularly individuals without fine motor skills type keyboard tablet reliably created mobile phone application prototype generates audible responses associated trained hand movements collects organizes accelerometer data rapid training allow tailored models individuals may able perform standard movements sign language six participants performed 11 distinct gestures produce dataset mobile application developed integrated bidirectional lstm network architecture trained data evaluation using nested subjectwise crossvalidation integrated bidirectional lstm model demonstrates overall recall 918 recognition preselected 11 hand gestures recall 958 two commonly confused gestures assessed prototype step creating mobile phone system capable capturing new gestures developing tailored gesture recognition models individuals speechimpaired populations refinement prototype enable fast efficient communication goal improving social interaction individuals unable speak