ArticleScientific reports2023
Learning acquisition of consistent leader-follower relationships depends on implicit haptic interactions.
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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Who cites it
4 citing papers in PubMed.
- Pitfalls and Mitigation Strategies for Dyad Leadership Practice and Implementation in Healthcare.Journal of healthcare leadership · 2026Article
- Partner-sourced haptic feedback rather than environmental inputs drives coordination improvement in human dyadic collaboration.Scientific reports · 2025Article
- Directed causal effect with PCMCI in hyperscanning EEG time series.Frontiers in neuroscience · 2024Article
- Motor Learning in Robot-Based Haptic Dyads: A Review.IEEE transactions on hapticsReview
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Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Are leaders made or born? Leader-follower roles have been well characterized in social science, but they remain somewhat obscure in sensory-motor coordination. Furthermore, it is unknown how and why leader-follower relationships are acquired, including innate versus acquired controversies. We developed a novel asymmetrical coordination task in which two participants (dyad) need to collaborate in transporting a simulated beam while maintaining its horizontal attitude. This experimental paradigm was implemented by twin robotic manipulanda, simulated beam dynamics, haptic interactions, and a projection screen. Clear leader-follower relationships were learned only when strong haptic feedback was introduced. This phenomenon occurred despite participants not being informed that they were interacting with each other and the large number of equally-valid alternative dyadic coordination strategies. We demonstrate the emergence of consistent leader-follower relationships in sensory-motor coordination, and further show that haptic interaction is essential for dyadic co-adaptation. These results provide insights into neural mechanisms responsible for the formation of leader-follower relationships in our society.
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