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Assessing reading fluency in elementary grades: A machine learning approach

This study compares eleven widely used machine learning algorithms to identify the most accurate and comprehensive method for assessing children's reading fluency. Our fluency framework integrates three key dimensions: accuracy in word decoding, reading speed (words per minute), and prosody, which c...

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Autori principali: Gabriel Candido da Silva, Rodrigo Lins Rodrigues, Américo N. Amorim, Lieny Jeon, Emilia X.S. Albuquerque, Vanessa C. Silva, Vinícius F. da Silva, André L.A. Pinheiro, João P.J.R. Nunes, Suzana X.M.G. de Souza, Maxsuel S. Silva, Igor Mauro, Alexandre Magno Andrade Maciel
Natura: Artigo
Lingua:Inglês
Pubblicazione: Elsevier 2025-06-01
Serie:Computers and Education: Artificial Intelligence
Soggetti:
Reading fluency
Automatic speech recognition
Large-scale assessment
Natural language processing
Accesso online:http://www.sciencedirect.com/science/article/pii/S2666920X25000517
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