Evidence map›Paper›PMID 42091912›Full record

ArticleNPJ science of learning2026

Lab perceptual training and robot-assisted training in improving speech prosody of autistic children.

Si Chen, Bruce Xiao Wang, James Chung-Wai Cheung, Fang Zhou, Yitian Hong, Bei Li, Angel Chan, Tempo Po Yi Tang, Bin Li, Zhuoming Chen and 1 more

Abstract read
In one paragraph

Article in NPJ science of learning, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

11 authors.

Si ChenDepartment of Language Science and Technology, The Hong Kong Polytechnic University, Hong Kong, China. sarah.chen@polyu.edu.hk.
Bruce Xiao WangResearch Institute for Smart Ageing, The Hong Kong Polytechnic University, Hong Kong, China.
James Chung-Wai CheungDepartment of Biomedical Engineering, The Hong Kong Polytechnic University, Hong Kong, China. james.chungwai.cheung@polyu.edu.hk.
Fang ZhouDepartment of Language Science and Technology, The Hong Kong Polytechnic University, Hong Kong, China.
Yitian HongDepartment of Language Science and Technology, The Hong Kong Polytechnic University, Hong Kong, China.
Bei LiDepartment of Language Science and Technology, The Hong Kong Polytechnic University, Hong Kong, China.
Angel ChanDepartment of Language Science and Technology, The Hong Kong Polytechnic University, Hong Kong, China.
Tempo Po Yi TangThe Hong Kong Child and Youth Services, Hong Kong, China.
Bin LiDepartment of Linguistics and Translation, City University of Hong Kong, Hong Kong, China.
Zhuoming ChenThe First Hospital of Jinan University, Guangzhou, China.
Chunyi WenDepartment of Biomedical Engineering, The Hong Kong Polytechnic University, Hong Kong, China. chunyi.wen@polyu.edu.hk.

Funding

Research Grants Council of Hong Kong A-PB1BSin Wai Kin Foundation R-ZH5ZStanding Committee on Language Education and Research, Education Bureau K-ZB2PThe Hong Kong Polytechnic University ZVRT
6 · The paper itself

Abstract

Children with autism spectrum disorder are known to exhibit both social and language difficulties. Speech prosody is known to be easily noticeable, which has been shown to have far-reaching influences in the academic and social life of autistic individuals. This study examined two training programs on the speech prosody of autistic children, who tend to avoid social speech signals. The first program is a lab perceptual training program without social interaction, while the second utilizes a social robot to provide training with controlled, simulated social interaction. Ninety-two children in total were recruited with sixty-nine participants formally diagnosed with ASD and twenty-three children were typically developing children without any language or speech disorder. Our results showed that both lab perceptual training and robot-assisted training with simulated social interactions led to improvement in the use of speech prosody by autistic children. Although social interaction is considered critical in language acquisition for typical population, autistic individuals tend not to prefer social speech signals, which is hypothesized to lead to their social and language deficits. This study hence proposes two successful alternative ways to facilitate their learning of language through lab perceptual training and simulated human-robot interaction.

Identifiers

PMID42091912
PMCPMC13350709

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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.