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While these rhythms are known to reflect movement preparation, execution, and postmovement regulation, less is known about how their temporal organization varies across increasingly ecological interactional contexts. Here, we used a four\u2010tier scalable experimental design (SED) based on the rock\u2013paper\u2013scissors (RPS) game to examine sensorimotor event\u2010related desynchronization\/synchronization (ERD\/ERS) across contexts ranging from individual computer\u2010based tasks to real\u2010time dyadic hyperscanning. Mu, beta, and a mu\u2009+\u2009beta composite ERD\/ERS activity were analyzed over canonical central sensorimotor electrodes and aligned to a common motor event (button press). Time\u2010resolved generalized additive models (GAMs) were used to estimate nonlinear trajectories. Pairwise contrasts were evaluated using max\u2010statistic permutation testing across time. Most comparisons among computer\u2010based conditions did not survive correction. Suprathreshold clusters found were selective rather than widespread. Across measures, statistical differences were seen in contrasts involving the hyperscanning condition: during real\u2010time reciprocal interaction. Given that ecological embedding, participant cohort, acquisition system and interactional features were partially bundled across tiers, the findings should be interpreted as exploratory evidence for temporally structured modulation rather than causal isolation of interactional context. Nevertheless, the results are consistent with the possibility that engagement and\/or reciprocity\u2010related processes may contribute to the temporal organization of sensorimotor neurodynamics. Finally, the study illustrates how SEDs and time\u2010resolved analyses can help bridge traditional laboratory paradigms and increasingly ecological approaches to human neuroscience.<\/jats:p>","DOI":"10.1111\/ejn.70677","type":"journal-article","created":{"date-parts":[[2026,9,10]],"date-time":"2026-09-10T08:56:06Z","timestamp":1789030566000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["From Traditional Tasks to Hyperscanning: Exploratory Evidence for Selective Modulation of Sensorimotor Neurodynamics Using Time\u2010Resolved Generalized Additive Model Analysis"],"prefix":"10.1111","volume":"64","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8180-2026","authenticated-orcid":false,"given":"Francisco J.","family":"Parada","sequence":"first","affiliation":[{"name":"Centro de Estudios en Neurociencia Humana y Neuropsicolog\u00eda, Facultad de Psicolog\u00eda Universidad Diego Portales  Santiago Chile"},{"name":"Escuela de Dise\u00f1o, Facultad de Arquitectura, Arte y Dise\u00f1o Universidad Diego Portales  Santiago Chile"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3435-3608","authenticated-orcid":false,"given":"Aitana","family":"Grasso\u2010Cladera","sequence":"additional","affiliation":[{"name":"Institute of Cognitive Science University of Osnabr\u00fcck  Osnabr\u00fcck Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alejandra","family":"Rossi","sequence":"additional","affiliation":[{"name":"Centro de Estudios en Neurociencia Humana y Neuropsicolog\u00eda, Facultad de Psicolog\u00eda Universidad Diego Portales  Santiago 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