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Kim W, Seong M, Kim KJ, Kim S. Engagnition: A multi-dimensional dataset for engagement recognition of children with autism spectrum disorder. Sci Data 2024; 11:299. [PMID: 38491000 PMCID: PMC10942992 DOI: 10.1038/s41597-024-03132-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Accepted: 03/08/2024] [Indexed: 03/18/2024] Open
Abstract
Engagement plays a key role in improving the cognitive and motor development of children with autism spectrum disorder (ASD). Sensing and recognizing their engagement is crucial before sustaining and improving the engagement. Engaging technologies involving interactive and multi-sensory stimuli have improved engagement and alleviated hyperactive and stereotyped behaviors. However, due to the scarcity of data on engagement recognition for children with ASD, limited access to and small pools of participants, and the prohibitive application requirements such as robots, high cost, and expertise, implementation in real world is challenging. However, serious games have the potential to overcome those drawbacks and are suitable for practical use in the field. This study proposes Engagnition, a dataset for engagement recognition of children with ASD (N = 57) using a serious game, "Defeat the Monster," based on enhancing recognition and classification skills. The dataset consists of physiological and behavioral responses, annotated by experts. For technical validation, we report the distributions of engagement and intervention, and the signal-to-noise ratio of physiological signals.
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Affiliation(s)
- Won Kim
- Gwangju Institute of Science and Technology, School of Integrated Technology, Gwangju, 61005, South Korea
| | - Minwoo Seong
- Gwangju Institute of Science and Technology, School of Integrated Technology, Gwangju, 61005, South Korea
| | - Kyung-Joong Kim
- Gwangju Institute of Science and Technology, School of Integrated Technology, Gwangju, 61005, South Korea
| | - SeungJun Kim
- Gwangju Institute of Science and Technology, School of Integrated Technology, Gwangju, 61005, South Korea.
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Berg KA, Ishler KJ, Lytle S, Kaplan R, Wang F, Olgac T, Miner S, Edguer MN, Biegel DE. "Don't Promise Something You can't Deliver:" Caregivers' Advice for Improving Services to Adolescents and Young Adults with Autism. Autism Res Treat 2023; 2023:6597554. [PMID: 36998713 PMCID: PMC10049841 DOI: 10.1155/2023/6597554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 02/01/2023] [Accepted: 02/14/2023] [Indexed: 04/01/2023]
Abstract
Approximately 50,000 youths with autism spectrum disorders (ASD) exit U.S. high schools yearly to enter adult systems of care, many of whom remain dependent on family for day-to-day care and service system navigation. As part of a larger study, 174 family caregivers for adolescents or young adults with ASD were asked what advice they would give service providers about how to improve services for youth with ASD. Reflexive thematic analysis identified a framework of five directives: (1) provide a roadmap to services; (2) improve service access; (3) fill gaps to address unmet needs; (4) educate themselves, their families, and society about autism; and (5) operate from a relationship-building paradigm with families. Education, health, and social service providers, as well as policymakers, can use these directives to better assist youth with ASD and their families in the transition to adulthood.
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Affiliation(s)
- Kristen A. Berg
- 1Jack, Joseph and Morton Mandel School of Applied Social Sciences, Case Western Reserve University, 10900 Euclid Ave, Cleveland, OH 44106, USA
- 2Center for Health Care Research and Policy, The MetroHealth System, 2500 MetroHealth Dr, Cleveland, OH 44109, USA
| | - Karen J. Ishler
- 1Jack, Joseph and Morton Mandel School of Applied Social Sciences, Case Western Reserve University, 10900 Euclid Ave, Cleveland, OH 44106, USA
| | - Sarah Lytle
- 3University Hospitals Cleveland Medical Center, 11100 Euclid Ave, Cleveland, OH 44106, USA
| | - Ronna Kaplan
- 4Cleveland State University, College of Health, 2121 Euclid Ave, Cleveland, OH 44115, USA
| | - Fei Wang
- 1Jack, Joseph and Morton Mandel School of Applied Social Sciences, Case Western Reserve University, 10900 Euclid Ave, Cleveland, OH 44106, USA
| | - Tugba Olgac
- 1Jack, Joseph and Morton Mandel School of Applied Social Sciences, Case Western Reserve University, 10900 Euclid Ave, Cleveland, OH 44106, USA
| | - Stacy Miner
- 3University Hospitals Cleveland Medical Center, 11100 Euclid Ave, Cleveland, OH 44106, USA
- 5Frances Payne Bolton School of Nursing, Case Western Reserve University, 10900 Euclid Ave, Cleveland, OH 44106, USA
| | - Marjorie N. Edguer
- 1Jack, Joseph and Morton Mandel School of Applied Social Sciences, Case Western Reserve University, 10900 Euclid Ave, Cleveland, OH 44106, USA
| | - David E. Biegel
- 1Jack, Joseph and Morton Mandel School of Applied Social Sciences, Case Western Reserve University, 10900 Euclid Ave, Cleveland, OH 44106, USA
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