Evidence map›Paper›PMID 41982354›Full record

ArticleFrontiers in psychology2026

AI-enabled special education services: the moderating role of parental involvement in home-school-community collaboration.

Xiao-Lin Liu, Tong-Tao Cao, Yang Kong, Wei-Wei Yu, Jia-Bin Qu, Feng-Jun Liu

Abstract read
In one paragraph

Article in Frontiers in psychology, 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

6 authors.

Xiao-Lin LiuSchool of Health Management, Binzhou Medical University, Yan'tai, China.
Tong-Tao CaoSchool of Health Management, Binzhou Medical University, Yan'tai, China.
Yang KongSchool of Health Management, Binzhou Medical University, Yan'tai, China.
Wei-Wei YuSchool of Health Management, Binzhou Medical University, Yan'tai, China.
Jia-Bin QuSchool of Health Management, Binzhou Medical University, Yan'tai, China.
Feng-Jun LiuSchool of Health Management, Binzhou Medical University, Yan'tai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The implementation of inclusive education relies not only on institutional support but also on parents' attitudinal readiness and depth of involvement. Drawing on the Technology Acceptance Model and self-efficacy theory as interpretive frameworks, this study explores the moderating role of parental involvement in the relationship between AI-enabled special education services and perceived service effectiveness. A questionnaire survey was conducted among 386 parents of children with special needs, and structural equation modeling was used to analyze the moderating effect. The results show that AI empowerment is significantly and positively associated with perceived service effectiveness (

Indexed as

AI-enabled special educationinclusive educationmoderating analysisparental involvementperceived service effectiveness

Identifiers

PMID41982354
PMCPMC13070997

What OpenQuestion holds

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LicenceCC BY
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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.