Using latent semantic analysis to assess reader strategies

Joseph P. Magliano, Katja Wiemer-Hastings, Keith K. Millis, Brenton D. Muñoz, Danielle McNamara

Research output: Contribution to journalArticle

29 Citations (Scopus)

Abstract

We tested a computer-based procedure for assessing reader strategies that was based on verbal protocols that utilized latent semantic analysis (LSA), Students were given self-explanation - reading training (SERT), which teaches strategies that facilitate self-explanation during reading, such as elaboration based on world knowledge and bridging between text sentences. During a computerized version of SERT practice, students read texts and typed self-explanations into a computer after each sentence. The use of SERT strategies during this practice was assessed by determining the extent to which students used the information in the current, sentence versus the prior text or world knowledge in their self-explanations. This assessment was made on the basis of human judgments and LSA. Both human judgments and LSA were remarkably similar and indicated that students who were not complying with SERT tended to paraphrase the text sentences, whereas students who were compliant with SERT tended to explain the sentences in terms of what they knew about the world and of information provided in the prior text context. The similarity between human judgments and LSA indicates that LSA will be useful in accounting for reading strategies in a Web-based version of SERT.

Original languageEnglish (US)
Pages (from-to)181-188
Number of pages8
JournalBehavior Research Methods, Instruments, and Computers
Volume34
Issue number2
StatePublished - 2002
Externally publishedYes

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Semantics
Reading
Students
Self-explanation
Reader
Latent Semantic Analysis

ASJC Scopus subject areas

  • Psychology(all)
  • Psychology (miscellaneous)
  • Experimental and Cognitive Psychology

Cite this

Magliano, J. P., Wiemer-Hastings, K., Millis, K. K., Muñoz, B. D., & McNamara, D. (2002). Using latent semantic analysis to assess reader strategies. Behavior Research Methods, Instruments, and Computers, 34(2), 181-188.

Using latent semantic analysis to assess reader strategies. / Magliano, Joseph P.; Wiemer-Hastings, Katja; Millis, Keith K.; Muñoz, Brenton D.; McNamara, Danielle.

In: Behavior Research Methods, Instruments, and Computers, Vol. 34, No. 2, 2002, p. 181-188.

Research output: Contribution to journalArticle

Magliano, JP, Wiemer-Hastings, K, Millis, KK, Muñoz, BD & McNamara, D 2002, 'Using latent semantic analysis to assess reader strategies', Behavior Research Methods, Instruments, and Computers, vol. 34, no. 2, pp. 181-188.
Magliano, Joseph P. ; Wiemer-Hastings, Katja ; Millis, Keith K. ; Muñoz, Brenton D. ; McNamara, Danielle. / Using latent semantic analysis to assess reader strategies. In: Behavior Research Methods, Instruments, and Computers. 2002 ; Vol. 34, No. 2. pp. 181-188.
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