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Blending Human and Artificial Intelligence to Support Autistic Children’s Social Communication Skills

Published: 20 December 2018 Publication History

Abstract

This article examines the educational efficacy of a learning environment in which children diagnosed with Autism Spectrum Conditions (ASC) engage in social interactions with an artificially intelligent (AI) virtual agent and where a human practitioner acts in support of the interactions. A multi-site intervention study in schools across the UK was conducted with 29 children with ASC and learning difficulties, aged 4--14 years old. For reasons related to data completeness and amount of exposure to the AI environment, data for 15 children was included in the analysis. The analysis revealed a significant increase in the proportion of social responses made by ASC children to human practitioners. The number of initiations made to human practitioners and to the virtual agent by the ASC children also increased numerically over the course of the sessions. However, due to large individual differences within the ASC group, this did not reach significance. Although no evidence of transfer to the real-world post-test was shown, anecdotal evidence of classroom transfer was reported. The work presented in this article offers an important contribution to the growing body of research in the context of AI technology design and use for autism intervention in real school contexts. Specifically, the work highlights key methodological challenges and opportunities in this area by leveraging interdisciplinary insights in a way that (i) bridges between educational interventions and intelligent technology design practices, (ii) considers the design of technology as well as the design of its use (context and procedures) on par with one another, and (iii) includes design contributions from different stakeholders, including children with and without ASC diagnosis, educational practitioners, and researchers.

Supplementary Material

a35-porayska-pomsta-supp.pdf (porayska-pomsta.zip)
Supplemental movie, appendix, image and software files for, Blending Human and Artificial Intelligence to Support Autistic Children’s Social Communication Skills

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  1. Blending Human and Artificial Intelligence to Support Autistic Children’s Social Communication Skills

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      Chuanlei Zhang

      Children with autism spectrum conditions (ASC) experience various levels of difficulty in social communication and interaction, in addition to showing restricted, repetitive patterns of behavior. This paper proposes a technology-based learning environment, ECHOES, to help children with ASC engage in social interactions. "Informed by and validated against the [social communication, emotional regulation, and transactional support, SCERTS] model, a comprehensive approach to autism assessment and intervention," the single-user ECHOES environment utilizes an artificially intelligent (AI) agent with whom children can explore various activities. This AI agent engages the user in both proactive and reactive ways of learning with 12 learning activities. Evaluation included participants, aged 4 to 14, in a multi-site study in the United Kingdom (UK). Results show an "increase in the proportion of [social] responses" to both human practitioners and the AI agent. The contributions of this paper are at least twofold: 1) a technology-based learning environment to facilitate children with ASC, and 2) the adoption of an AI agent to engage children in both proactive and reactive ways of learning. This study will benefit the design research on learning environments for children with ASC, especially those with AI involvement, and can be a helpful teaching tool for educators.

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      cover image ACM Transactions on Computer-Human Interaction
      ACM Transactions on Computer-Human Interaction  Volume 25, Issue 6
      December 2018
      236 pages
      ISSN:1073-0516
      EISSN:1557-7325
      DOI:10.1145/3300063
      Issue’s Table of Contents
      This work is licensed under a Creative Commons Attribution International 4.0 License.

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      Publication History

      Published: 20 December 2018
      Accepted: 01 August 2018
      Revised: 01 August 2018
      Received: 01 July 2017
      Published in TOCHI Volume 25, Issue 6

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      Author Tags

      1. Autism
      2. artificially intelligent agent
      3. intelligent learning environments
      4. neurodiversity
      5. social communication

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