Evidence map›Paper›PMID 41153102›Full record

ArticleBehavioral sciences (Basel, Switzerland)2025

Developing a Psychological Research Methodology for Evaluating AI-Powered Plush Robots in Education and Rehabilitation.

Anete Hofmane, Inese Tīģere, Airisa Šteinberga, Dina Bethere, Santa Meļķe, Undīne Gavriļenko, Aleksandrs Okss, Aleksejs Kataševs, Aleksandrs Vališevskis

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 2025. 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

9 authors.

Anete HofmaneInstitute of Digital Humanities, Riga Technical University, 12/1 Azenes Street, LV-1048 Riga, Latvia.
Inese TīģereCenter for Pedagogy and Social Work, Riga Technical University Liepaja Academy, 14 Liela Street, LV-3401 Liepaja, Latvia.ORCID 0009-0007-2498-6803
Airisa ŠteinbergaInstitute of Digital Humanities, Riga Technical University, 12/1 Azenes Street, LV-1048 Riga, Latvia.
Dina BethereCenter for Pedagogy and Social Work, Riga Technical University Liepaja Academy, 14 Liela Street, LV-3401 Liepaja, Latvia.ORCID 0000-0002-0290-7058
Santa MeļķeCenter for Pedagogy and Social Work, Riga Technical University Liepaja Academy, 14 Liela Street, LV-3401 Liepaja, Latvia.
Undīne GavriļenkoCenter for Pedagogy and Social Work, Riga Technical University Liepaja Academy, 14 Liela Street, LV-3401 Liepaja, Latvia.
Aleksandrs OkssInstitute of Architecture and Design, Riga Technical University, 6 Kipsalas Street, LV-1048 Riga, Latvia.
Aleksejs KataševsInstitute of Mechanical and Biomedical Engineering, Riga Technical University, 6 Kipsalas Street, LV-1048 Riga, Latvia.
Aleksandrs VališevskisInstitute of Architecture and Design, Riga Technical University, 6 Kipsalas Street, LV-1048 Riga, Latvia.ORCID 0000-0003-3974-0842

Funding

European Union Recovery and Resilience Facility (via Riga Technical University) RTU-PA-2024/1-0074
6 · The paper itself

Abstract

The integration of AI-powered plush robots in educational and therapeutic settings for children with Autism Spectrum Disorders (ASD) necessitates a robust interdisciplinary methodology to evaluate usability, psychological impact, and therapeutic efficacy. This study proposes and applies a four-phase research framework designed to guide the development and assessment of AI-powered plush robots for social rehabilitation and education. Phase 1 involved semi-structured interviews with 13 ASD specialists to explore robot applications. Phase 2 tested initial usability with typically developing children (N = 10-15) through structured sessions. Phase 3 involved structured interaction sessions with children diagnosed with ASD (N = 6-8) to observe the robot's potential for rehabilitation, observed by specialists and recorded on video. Finally, Phase 4 synthesized data via multidisciplinary triangulation. Results highlighted the importance of iterative, stakeholder-informed design, with experts emphasizing visual properties (color, texture), psychosocial aspects, and adjustable functions. The study identified key technical and psychological evaluation criteria, including engagement, emotional safety, and developmental alignment with ASD intervention models. Findings underscore the value of qualitative methodologies and phased testing in developing child-centered robotic tools. The research establishes a robust methodological framework and provides preliminary evidence for the potential of AI-powered plush robots to support personalized, ethically grounded interventions for children with ASD, though their therapeutic efficacy requires further longitudinal validation. This methodology bridges engineering innovation with psychological rigor, offering a template for future assistive technology research by prioritizing a rigorous, stakeholder-centered design process.

Indexed as

AI-powered plush robotsautism spectrum disorderssocial rehabilitation

Identifiers

PMID41153102
PMCPMC12561896

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.