Evidence map›Paper›PMID 37954477›Full record

ArticleEarly childhood research quarterly

Investigating Children's Interactions in Preschool Classrooms: An Overview of Research Using Automated Sensing Technologies.

Batya Elbaum, Lynn K Perry, Daniel S Messinger

Abstract read
In one paragraph

Article in Early childhood research quarterly. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Children's social preference for teachers versus peers in autism inclusion classrooms: An objective perspective.Autism research : official journal of the International Society for Autism Research · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Batya ElbaumDepartment of Teaching and Learning, University of Miami, 1507 Levante Ave., Coral Gables, FL 33146.
Lynn K PerryDepartment of Psychology, University of Miami, 5665 Ponce De Leon Blvd., Coral Gables, FL 33146.
Daniel S MessingerDepartment of Psychology, University of Miami, 5665 Ponce De Leon Blvd., Coral Gables, FL 33146.

Funding

Language Development and Social Interaction in Children with Hearing LossR01DC018542 · NIDCD · UNIVERSITY OF MIAMI CORAL GABLES · PI MESSINGER, DANIEL S, PERRY, LYNN K · 2021 to 2025
$2.1M
NIDCD NIH HHS R01 DC018542
6 · The paper itself

Abstract

New technologies that combine digital sensors with automated processing algorithms are now being deployed to study preschool classrooms. This article provides an overview of these new sensing technologies, focusing on automated speaker classification, the analysis of children's and teachers' speech, and the detection and analysis of their movements over the course of the school day. Findings from recent studies utilizing these technologies are presented to illustrate the contribution of these sensing technologies to our understanding of classroom processes that predict children's language and social development. In particular, the potential to collect extended real-time data on the speech and movement of all children and teachers in a classroom provides a broader window on the variability of individual children's interactions with peers and teachers and their integration into classroom social networks. The article describes current challenges related to the use of sensing technologies in preschool settings, as well as advances that may overcome these challenges and allow for more in-depth investigations of children's early classroom experiences.

Indexed as

inclusion classroomsinteractionlanguage developmentPreschoolsensing technologiessocial networks

Identifiers

PMID37954477
PMCPMC10634637

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.