17 research outputs found

    Visual short-term memory guides infants’ visual attention

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    Classroom language during COVID-19: Associations between mask-wearing and objectively measured teacher and preschooler vocalizations

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    During the COVID-19 pandemic, mask-wearing in classrooms has become commonplace. However, there are little data on the effect of face-masks on children’s language input and production in educational contexts, like preschool classrooms which over half of United States children attend. Leveraging repeated objective measurements, we longitudinally examined child and teacher speech-related vocalizations in two cohorts of 3.5–4.5-year-old children enrolled in the same oral language classroom that included children with and without hearing loss. Cohort 1 was observed before COVID-19 (no face-masks, N  = 20) and Cohort 2 was observed during COVID-19 (with face-masks; N  = 15). Vocalization data were collected using child-worn audio recorders over 12 observations spanning two successive school years, yielding 9.09 mean hours of audio recording per child. During COVID-19 teachers produced a higher number of words per minute than teachers observed prior to COVID-19. However, teacher vocalizations during COVID-19 contained fewer unique phonemes than teacher vocalizations prior to COVID-19. Children observed during COVID-19 did not exhibit deficits in the duration, rate, or phonemic diversity of their vocalizations compared to children observed prior to COVID-19. Children observed during COVID-19 produced vocalizations that were longer in duration than vocalizations of children observed prior to COVID-19. During COVID-19 (but not before), children who were exposed to a higher number of words per minute from teachers produced more speech-related vocalizations per minute themselves. Overall, children with hearing loss were exposed to teacher vocalizations that were longer in duration, more teacher words per minute, and more phonemically diverse teacher speech than children with typical hearing. In terms of production, children with hearing loss produced vocalizations that were longer in duration than the vocalizations of children with typical hearing. Among children observed during COVID-19, children with hearing loss exhibited a higher vocalization rate than children with typical hearing. These results suggest that children’s language production is largely unaffected by mask use in the classroom and that children can benefit from the language they are exposed to despite teacher mask-wearing

    Audio-Based Group Detection for Classroom Dynamics Analysis

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    Group detection is a fundamental problem in sociological and behavioral data analysis and has attracted much attention in recent years. Most of the current approaches focus on using visual data, such as still images and videos, to detect groups. One of the most important applications of group detection is to assist psychologists to understand the classroom dynamics. However, the camera recordings may be unavailable and it could be infeasible to set up the cameras without blind spots. Therefore, as an alternative approach to group detection, we propose an audio-based framework that utilizes multiple synchronized audio data streams collected from wearable devices on each subject. In this paper, the audio recordings collected from a preschool classroom over multiple days are used to produce the group detection results which are validated by clustering the subject locations collected along with the audio data. The experiment shows on average 0.391 Normalized Mutual Information (NMI) scores for the detected groups by the audio-based framework and location-based clustering
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