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Generating SOAP Notes from Doctor-Patient Conversations Using Modular Summarization Techniques ...
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Combining Independent Modules in Lexical Multiple-Choice Problems ...
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Combining Independent Modules in Lexical Multiple-Choice Problems
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Combining independent modules to solve multiple-choice synonym and analogy problems
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Combining Independent Modules to Solve Multiple-choice Synonym and Analogy Problems ...
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Predicting risk of dyslexia with an online gamified test
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Abstract:
Dyslexia is a specific learning disorder related to school failure. Detection is both crucial and challenging, especially in languages with transparent orthographies, such as Spanish. To make detecting dyslexia easier, we designed an online gamified test and a predictive machine learning model. In a study with more than 3,600 participants, our model correctly detected over 80% of the participants with dyslexia. To check the robustness of the method we tested our method using a new data set with over 1,300 participants with age customized tests in a different environment -a tablet instead of a desktop computer- reaching a recall of over 78% for the class with dyslexia for children 12 years old or older. Our work shows that dyslexia can be screened using a machine learning approach. An online screening tool in Spanish based on our methods has already been used by more than 200,000 people. ; Financial support was provided by a grant from the US Department of 249 Education NIDRR (grant number H133A130057, J.B., https://www.ed.gov/); and a 250 grant from the National Science Foundation (grant number IIS-1618784, J.B. and L.R., 251 https://www.nsf.gov/).
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Keyword:
Attention; Dyslexia; Machine learning; Phonology; Semantics; Sytnax; Vision; Working memory
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URL: http://hdl.handle.net/10230/46999 https://doi.org/10.1371/journal.pone.0241687
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