Robot-Mediated Inclusive Processes in Groups of Children: From Gaze Aversion to Mutual Smiling Gaze
Open accessAbstract
Our work is motivated by the idea that social robots can help inclusive processes in groups of children, focusing on the case of children who have newly arrived from a foreign country and their peers at school. Building on an initial study where we tested different robot behaviours and recorded children’s interactions mediated by a robot in a game, we present in this paper the findings from a subsequent analysis of the same video data drawing from ethnomethodology and conversation analysis. We describe how this approach differs from predominantly quantitative video analysis in HRI; how mutual gaze appeared as a challenging interactional accomplishment between unacquainted children, and why we focused on this phenomenon. We identify two situations and trajectories in which children make eye contact: asking for or giving instructions, and sharing an emotional reaction. Based on detailed analyses of a selection of extracts in the empirical section, we describe patterns and discuss the links between the different situations and trajectories, and relationship building. Our findings inform HRI and robot design by identifying complex interactional accomplishments between two children, as well as group dynamics which support these interactions. We argue that social robots should be able to perceive such phenomena in order to better support inclusion of outgroup children. Lastly, by explaining how we combined approaches and showing how they build on each other, we also hope to demonstrate the value of interdisciplinary research, and encourage it.
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Robots can facilitate mutual gaze and smiling between (unacquainted) children.
“robots can facilitate mutual gaze and smiling between (unacquainted) children (Tuncer et al. 2022)”
From AI in situated action: a scoping review of ethnomethodological and conversation analytic studies (2025) · cites this paper as Tuncer et al. 2022
Gaze and smile patterns occur between unacquainted children when interacting with a robot.
“gaze and smile patterns between unacquainted children when interacting with a robot, Tuncer et al. 2022”
From AI in situated action: a scoping review of ethnomethodological and conversation analytic studies (2025) · cites this paper as Tuncer et al. 2022
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Cites
Machines and Mindlessness: Social Responses to Computers
Nass, C., & Moon, Y. (2000) · Journal of Social Issues · doi:10.1111/0022-4537.00153 · Cited by 4,022 · see citing works
Busfield, J., & Garfinkel, H. (1968) · British Journal of Sociology · doi:10.2307/588840 · Cited by 3,828 · see citing works
Some functions of gaze-direction in social interaction
Kendon, A. (1967) · Acta Psychologica · doi:10.1016/0001-6918(67)90005-4 · Cited by 2,524 · see citing works
Relations in Public. Microstudies of the Public Order
Dellwing, M. (2022) · J.B. Metzler eBooks · doi:10.1007/978-3-476-05871-3_44 · Cited by 2,125 · see citing works
The Handbook of Conversation Analysis
Levinson, S. C., Stivers, T., & Sidnell, J. (2012) · Wiley eBooks · doi:10.1002/9781118325001 · Cited by 2,001 · see citing works
Emotion and sociable humanoid robots
Breazeal, C. (2003) · International Journal of Human-Computer Studies · doi:10.1016/s1071-5819(03)00018-1 · Cited by 1,279 · see citing works
Social Psychology of Inclusion and Exclusion
(2004) · Psychology Press eBooks · doi:10.4324/9780203496176 · Cited by 793 · see citing works
Restarts, Pauses, and the Achievement of a State of Mutual Gaze at Turn‐Beginning
Goodwin, C. (1980) · Sociological Inquiry · doi:10.1111/j.1475-682x.1980.tb00023.x · Cited by 657 · see citing works
Aboud, F. E. (2002) · Developmental Psychology · doi:10.1037/0012-1649.39.1.48 · Cited by 545 · see citing works
The local constitution of multimodal resources for social interaction
Mondada, L. (2014) · Journal of Pragmatics · doi:10.1016/j.pragma.2014.04.004 · Cited by 536 · see citing works
Footing in human-robot conversations
Mutlu, B., Shiwa, T., Kanda, T., Ishiguro, H., & Hagita, N. (2009) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/1514095.1514109 · Cited by 393 · see citing works
Rossano, F. (2012) · The Handbook of Conversation Analysis · doi:10.1002/9781118325001.ch15 · Cited by 331 · see citing works
Jung, M. F., & HINDS, P. J. (2018) · ACM Transactions on Human-Robot Interaction · doi:10.1145/3208975 · Cited by 254 · see citing works
Verbeek, P. (2015) · Interactions · doi:10.1145/2751314 · Cited by 212 · see citing works
Sacks, H., & Schegloff, E. A. (2002) · Gesture · doi:10.1075/gest.2.2.02sac · Cited by 204 · see citing works
A Primer for Conducting Experiments in Human–Robot Interaction
Hoffman, G., & Zhao, X. (2020) · ACM Transactions on Human-Robot Interaction · doi:10.1145/3412374 · Cited by 149 · see citing works
The Aesthetics and Affects of Cuteness
Dale, J. P., Goggin, J., Leyda, J., McIntyre, A. P., & Negra, D. (2016) · Routledge eBooks · doi:10.4324/9781315658520 · Cited by 142 · see citing works
The Ripple Effects of Vulnerability
Sebo, S. S., Traeger, M. L., Jung, M. F., & Scassellati, B. M. (2018) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/3171221.3171275 · Cited by 137 · see citing works
Micbot: A Peripheral Robotic Object to Shape Conversational Dynamics and Team Performance
Tennent, H., Shen, S., & Jung, M. F. (2019) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1109/hri.2019.8673013 · Cited by 132 · see citing works
Kidwell, M. (2005) · Research on Language and Social Interaction · doi:10.1207/s15327973rlsi3804_2 · Cited by 124 · see citing works
Venture, G., & Kulić, D. (2019) · ACM Transactions on Human-Robot Interaction · doi:10.1145/3344286 · Cited by 85 · see citing works
Jung, M. F., DiFranzo, D. J., Shen, S., Stoll, B., Claure, H., & Lawrence, A. (2020) · ACM Transactions on Human-Robot Interaction · doi:10.1145/3394287 · Cited by 74 · see citing works
Robot Gaze Can Mediate Participation Imbalance in Groups with Different Skill Levels
Gillet, S., Cumbal, R., Pereira, A., Lopes, J., Engwall, O., & Leite, I. (2021) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/3434073.3444670 · Cited by 68 · see citing works
Self-citation(2009) · Cited by 64 · see citing works
Heath, C. (1984) · Sociology of Health & Illness · doi:10.1111/1467-9566.ep10491964 · Cited by 60 · see citing works
Children's Laughter and Emotion Sharing With Peers and Adults in Preschool
Čekaitė, A., & Andrén, M. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00852 · Cited by 59 · see citing works
Doing Introductions: The Work Involved in Meeting Someone New
Pillet‐Shore, D. (2011) · Communication Monographs · doi:10.1080/03637751.2010.542767 · Cited by 58 · see citing works
Robot moderation of a collaborative game: Towards socially assistive robotics in group interactions
Short, E. S., & Matarić, M. J. (2017) · IEEE RO-MAN · doi:10.1109/roman.2017.8172331 · Cited by 53 · see citing works
Clark, H. H. (2006) · Elsevier eBooks · doi:10.1016/b0-08-044854-2/01088-9 · Cited by 52 · see citing works
Improving human-human collaboration between children with a social robot
Sebo, S. S., Fukuto, E., Warren, N., Taylor, C., Berry, B., & Scassellati, B. M. (2016) · IEEE RO-MAN · doi:10.1109/roman.2016.7745172 · Cited by 50 · see citing works
Gaze Shift as an Interactional Resource for Very Young Children
Kidwell, M. (2009) · Discourse Processes · doi:10.1080/01638530902728926 · Cited by 45 · see citing works
Fraune, M. R., Šabanović, S., & Kanda, T. (2019) · Frontiers in Robotics and AI · doi:10.3389/frobt.2019.00048 · Cited by 45 · see citing works
A techno-sociological solution for designing a museum guide robot
Yamazaki, A., Yamazaki, K., Ohyama, T., Kobayashi, Y., & Kuno, Y. (2012) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/2157689.2157800 · Cited by 43 · see citing works
Collaborative User Responses in Multiparty Interaction with a Couples Counselor Robot
Utami, D., & Bickmore, T. (2019) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1109/hri.2019.8673177 · Cited by 42 · see citing works
A social robot mediator to foster collaboration and inclusion among children
Gillet, S., van den Bos, W., & Leite, I. (2020) · Robotics: Science and Systems · doi:10.15607/rss.2020.xvi.103 · Cited by 42 · see citing works
Self-citationStrategies for the Inclusion of Human Members within Human-Robot Teams
Sebo, S. S., Dong, L. L., Chang, N., & Scassellati, B. M. (2020) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/3319502.3374808 · Cited by 42 · see citing works
Streeck, J. (2014) · John Benjamins Publishing Company eBooks · doi:10.1075/z.188.03str · Cited by 36 · see citing works
How Can a Social Robot Facilitate Children’s Collaboration?
Shimada, M., Kanda, T., & Koizumi, S. (2012) · Lecture notes in computer science · doi:10.1007/978-3-642-34103-8_10 · Cited by 36 · see citing works
Pitsch, K., Vollmer, A.-L., & Mühlig, M. (2013) · Interaction Studies. Social Behaviour and Communication in Biological and Artificial Systems · doi:10.1075/is.14.2.06pit · Cited by 34 · see citing works
The PInSoRo dataset: Supporting the data-driven study of child-child and child-robot social dynamics
Lemaignan, S., Edmunds, C. E. R., Senft, E., & Belpaeme, T. (2018) · PLoS ONE · doi:10.1371/journal.pone.0205999 · Cited by 34 · see citing works
Sebo, S. S., Dong, L. L., Chang, N., Lewkowicz, M. A., Schutzman, M., & Scassellati, B. M. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.590181 · Cited by 29 · see citing works
Mobilising response in interaction:
Stivers, T., & Rossano, F. (2012) · Cambridge University Press eBooks · doi:10.1017/cbo9781139045414.005 · Cited by 24 · see citing works
Park, C. H., Ros, R., Kwak, S. S., Huang, C., & Lemaignan, S. (2020) · Frontiers research topics · doi:10.3389/978-2-88966-402-3 · Cited by 20 · see citing works
Effect Confirmed, Patient Dead
Fischer, K. (2021) · ACM Transactions on Human-Robot Interaction · doi:10.1145/3439714 · Cited by 13 · see citing works
Interactional Dynamics in User Groups
Pitsch, K., Gehle, R., Dankert, T., & Wrede, S. (2017) · International Conference on Human-Agent Interaction (HAI) · doi:10.1145/3125739.3132604 · Cited by 10 · see citing works
Yamazaki, Ohyama, Kobayashi, R., & Kuno, �. (2012) · Cited by 10 · see citing works
The Robotic Archetype: Character Animation and Social Robotics
Lacey, C., & Caudwell, C. B. (2018) · Lecture notes in computer science · doi:10.1007/978-3-030-05204-1_3 · Cited by 9 · see citing works
Tuncer, S. (2018) · Journal of Pragmatics · doi:10.1016/j.pragma.2018.05.013 · Cited by 6 · see citing works
Self-citationDesigning Affection: On the Curious Case of Machine Cuteness
Gn, J. (2016) · doi:10.4324/9781315658520-14 · Cited by 5 · see citing works
A Robot Mediated Music Mixing Activity for Promoting Collaboration among Children
Gillet, S., & Leite, I. (2020) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/3371382.3378307 · Cited by 4 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 3
- Aronson, 2000, The Jigsaw Classroom
- Pomerantz, 2013, Preference, 210
- Strid, 2021, Chapter 2.3. Embodiment in Reciprocal Laughter, 163
Cited by
Sorted by citations
Irfan, B., Kuoppamäki, S., Hosseini, A., & Skantze, G. (2025) · Autonomous Robots · doi:10.1007/s10514-025-10190-y · Cited by 88 · see citing works
Interaction-Shaping Robotics: Robots That Influence Interactions between Other Agents
Gillet, S., Vázquez, M., Andrist, S., Leite, I., & Sebo, S. S. (2024) · ACM Transactions on Human-Robot Interaction · doi:10.1145/3643803 · Cited by 51 · see citing works
Self-citationFusion of Computer Vision and AI in Collaborative Robotics: A Review and Future Prospects
Cohen, Y., Biton, A., & Shoval, S. (2025) · Applied Sciences · doi:10.3390/app15147905 · Cited by 35 · see citing works
From Inanimate Object to Agent: Impact of Pre-beginnings on the Emergence of Greetings with a Robot
Rudaz, D., Tatarian, K., Stower, R. E., & Licoppe, C. (2023) · ACM Transactions on Human-Robot Interaction · doi:10.1145/3575806 · Cited by 25 · see citing works
Kuoppamäki, S., Jaberibraheem, R., Hellstrand, M., & McMillan, D. (2023) · International Journal of Social Robotics · doi:10.1007/s12369-023-01055-4 · Cited by 23 · see citing works
AI in situated action: a scoping review of ethnomethodological and conversation analytic studies
Mlynář, J., de Rijk, L., Liesenfeld, A., Stommel, W., & Albert, S. (2025) · AI & SOCIETY · doi:10.1007/s00146-024-01919-x · Cited by 18 · see citing works
“…showing that a robot sensitive to human gaze is more successful at securing human attention, Pitsch et al. 2009), or describing human non-verbal conduct during human–robot encounters (e.g., gaze and smile patterns between unacquainted children when inter-acting with a robot, Tuncer et al. 2022).”
‘Playing the robot’s advocate’: Bystanders’ descriptions of a robot’s conduct in public settings
Rudaz, D., & Licoppe, C. (2024) · Discourse & Communication · doi:10.1177/17504813241271481 · Cited by 15 · see citing works
Resolving asymmetry of access in peer interactions during digital tasks in EFL classrooms
Vänttinen, M. (2024) · Linguistics and Education · doi:10.1016/j.linged.2024.101287 · Cited by 11 · see citing works
Özgür, A. G., Majlesi, A. R., Taburet, V., Meijer, S., Leite, I., & Kuoppamäki, S. (2022) · ACM International Conference on Interaction Design and Children (IDC) · doi:10.1145/3501712.3535300 · Cited by 10 · see citing works
Self-citationIce-Breakers, Turn-Takers and Fun-Makers: Exploring Robots for Groups with Teenagers
Gillet, S., Winkle, K., Belgiovine, G., & Leite, I. (2022) · IEEE RO-MAN · doi:10.1109/ro-man53752.2022.9900644 · Cited by 9 · see citing works
Self-citationRobot-Induced Group Conversation Dynamics: A Model to Balance Participation and Unify Communities
Grassi, L., Recchiuto, C. T., & Sgorbissa, A. (2023) · IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) · doi:10.1109/iros55552.2023.10342510 · Cited by 9 · see citing works
Eye gaze as a resource in handling trouble around mobile devices in EFL classroom interactions
Vänttinen, M. (2022) · AFinLAn vuosikirja · doi:10.30661/afinlavk.114401 · Cited by 8 · see citing works
Jakonen, T., Veivo, O., Mutta, M., Maijala, M., Honkalammi, H.-M., & Johansson, M. (2023) · Prologi · doi:10.33352/prlg.120961 · Cited by 6 · see citing works
Strategies for Controlling the Conversation Dynamics in Multi-Party Human-Robot Interaction
Grassi, L., Recchiuto, C. T., & Sgorbissa, A. (2025) · International Journal of Social Robotics · doi:10.1007/s12369-025-01298-3 · Cited by 5 · see citing works
Let’s move on: Topic Change in Robot-Facilitated Group Discussions
Hadjiantonis, G., Gillet, S., Vázquez, M., Leite, I., & Doğan, F. I. (2024) · IEEE RO-MAN · doi:10.1109/ro-man60168.2024.10731390 · Cited by 5 · see citing works
Self-citationConversation analysis for artificial intelligence
Waring, H. Z., & Lee, Y.-A. (2026) · Research Methods in Applied Linguistics · doi:10.1016/j.rmal.2026.100324 · Cited by 3 · see citing works
Robot Sound in Interaction : Analyzing and Designing Sound for Human-Robot Coordination
Pelikan, H. R. M. (2023) · Studies in language and culture · doi:10.3384/9789180751179 · Cited by 3 · see citing works
Rudaz, D. (2025) · Human Studies · doi:10.1007/s10746-025-09809-x · Cited by 3 · see citing works
Should robots display what they hear? Mishearing as a practical accomplishment
Rudaz, D., & Licoppe, C. (2025) · Frontiers in Robotics and AI · doi:10.3389/frobt.2025.1597276 · Cited by 2 · see citing works
Mediating Urban Social Encounters – Co-Design of Robotic Street Furniture with Adolescents
Dörrenbächer, J., Pham, T. V., Weisswange, T. H., Uhde, A., Hoch, A., & Hassenzahl, M. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3791189 · Cited by 2 · see citing works
Pelikan, H. R. M. (2023) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/3568294.3579975 · Cited by 2 · see citing works
Social robots as designed artifacts: the impact of programming tools on “human–robot interaction”
Rudaz, D. (2025) · AI & Society · doi:10.1007/s00146-025-02743-7 · Cited by 1 · see citing works
Moderating Group Conversation Dynamics with Social RobotsPreprint
Grassi, L., Recchiuto, C. T., & Sgorbissa, A. (2024) · arXiv (Cornell University) · doi:10.48550/arxiv.2408.00151 · Cited by 1 · see citing works
Rudaz, D. (2024) · theses.fr (ABES) · doi:10.70675/97fbc65bzf8baz46b9z9a0fzd8d3c0415aa2 · Cited by 1 · see citing works
Public speech recognition transcripts as a configuring parameterPreprint
Rudaz, D., & Licoppe, C. (2025) · arXiv (Cornell University) · doi:10.48550/arxiv.2504.04488
Seppälä, T., Lesonen, S., Iikkanen, P., & D'hondt, S. (2022) · Jyväskylä University Digital Archive (University of Jyväskylä)
Vänttinen, M. (2024) · Jyväskylä University Digital Archive (University of Jyväskylä)
Moderating multi-party conversations with social robots
Grassi, L., Recchiuto, C. T., & Sgorbissa, A. (2025) · Interaction Studies Social Behaviour and Communication in Biological and Artificial Systems · doi:10.1075/is.25013.gra
Dynamic Reconfigurations of Robot Categorization in Children Group Interaction
Radu, N. D., Krummheuer, A. L., Rehm, M., Yi, Z., Šabanović, S., & Gómez, R. (2026) · IEEE Workshop on Advanced Robotics and its Social Impacts (ARSO) · doi:10.1109/arso68304.2026.11536113
Markelius, A., Brady, D., Tanqueray, L., & Güneş, H. (2026) · IEEE RO-MAN · doi:10.1109/ro-man72286.2026.11714781
Managing Robot Perception: How Families Present Their Faces to a Toy Robot
Pelikan, H. R. M., Broth, M., & Keevallik, L. (2026) · Symbolic Interaction · doi:10.1002/symb.70072
- Authors
- Tuncer, S., Gillet, S., & Leite, I.
- Affiliations
- KTH Royal Institute of Technology (SE)
- Corresponding author
- Tuncer, Sylvaine
- Venue
- Frontiers in Robotics and AI
- Publisher
- Frontiers Media SA
- Published
- 2022-03-03
- Volume
- 9
- Pages
- 729146-729146
- ISSN
- 2296-9144 (ISSN-L)
- PMC
- PMC8927292
- OpenAlex
- W4214885931
- Cited by
- 26
- References
- 48
- Citations by year
- 2026: 4 · 2025: 7 · 2024: 6 · 2023: 6 · 2022: 3
- FWCI
- 5.20
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Robotics and AI (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Research Portal (King's College London) (submittedVersion, cc-by)
- Topics
- Social Sciences › Psychology › Social Psychology › Social Robot Interaction and HRI
- Social Sciences › Arts and Humanities › Language and Linguistics › Language, Discourse, Communication Strategies
- Physical Sciences › Computer Science › Artificial Intelligence › Speech and dialogue systems
- Keywords
- social robots, inclusive education, mutual gaze, eye contact, peer interaction, relationship building, group dynamics, emotional sharing, robot design, ethnomethodology, conversation analysis
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