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Investigating the effect of multimodality and sentiments on speaking assessments: a facial emotional analysis.

Authors :
Chong JJQ
Aryadoust V
Source :
Education and information technologies [Educ Inf Technol (Dordr)] 2023; Vol. 28 (6), pp. 7413-7436. Date of Electronic Publication: 2022 Dec 01.
Publication Year :
2023

Abstract

This quasi-experimental study aimed to determine the relationship between (i) oral language ability and emotions represented by facial emotions, and (ii) modality of assessment (audios versus videos) and sentiments embedded in each modality. Sixty university students watched and/or listened to four selected audio-visual stimuli and orally answered follow-up comprehension questions. One stimulus was designed to evoke happiness while the other, sadness. Participants' facial emotions during the answering were measured using the FaceReader technology. In addition, four trained raters assessed the responses of the participants. An analysis of the FaceReader data showed that there were significant main and interaction effects of sentiment and modality on participants' facial emotional expression. Notably, there was a significant difference in the amount of facial emotions evoked by (i) the happy vs. sad sentiment videos and (ii) video vs. audio modalities. In contrast, sentiments embedded in the stimuli and modalities had no significant effect on the measured speaking performance of the participants. Nevertheless, we found a number of significant correlations between the participants' test scores and some of their facial emotions evoked by the stimuli. Implications of these findings for the assessment of oral communication are discussed.<br />Competing Interests: Conflict of InterestNone.<br /> (© This is a U.S. Government work and not under copyright protection in the US; foreign copyright protection may apply 2022.)

Details

Language :
English
ISSN :
1360-2357
Volume :
28
Issue :
6
Database :
MEDLINE
Journal :
Education and information technologies
Publication Type :
Academic Journal
Accession number :
36471775
Full Text :
https://doi.org/10.1007/s10639-022-11478-7