Haoyue Sheng, Linrui Ma, Jean-François Samson, Dianbo Liu
BarlowTwins-CXR: enhancing chest X-ray abnormality localization in heterogeneous data with cross-domain self-supervised learning
BMC medical informatics and decision making
failing master handwriting case dysgraphia negative consequences childrens lives early stage development dysgraphia diagnosis delayed easily achievable thus aim work propose valid tool anticipate dysgraphia screening preliteracy age developed tablet application analyze characteristics altered dysgraphic handwriting rhythmical laws isochrony homothety collection kinematic dynamic parameters smoothness pressure frequency contents suitable preliteracy stage possible alterations investigated symbol drawings app tested 104 preschoolers normal n76 delayed graphical abilities n28 reporting excellent acceptance isochrony alterations reported children delayed graphical abilities moreover kinematic dynamic parameters effective discriminating risk norisk conditions indeed logistic classification adopted resulted 0819 area precisionrecall curve findings pave way toward early screening future handwriting alteration starting preliteracy age