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• ND-0131 · 2026 · Preprint (experimental eye-tracking study)

  EmergingAdjacent human mechanism

  Better Situational Awareness in AR-HRC? A Comparative Study of Augmented Reality and Mobile Interfaces for Human-Robot Collaboration

  Qu, Fronk, Jeong, Manakhov & Gorlatova. arXiv (preprint, not peer reviewed)

  AR improved only perception-level awareness of the robot. It gave no gain in comprehension or projection, and no gain in awareness of the surrounding environment at any level. Eye tracking showed that attention freed from the map went to AR graphics rather than to the physical room.

• ND-0143 · 2026 · Preprint, not peer reviewed

  EmergingDirect built environment

  Subjective and mobile EEG responses to wood-clad and drywall interior environments: An in situ crossover study

  Julianna Marie Mollica, Analia Marzoratti, Tanya Evans, Jennifer Roe, Panos Mavros. PsyArXiv preprint

  Thirty-six students rested in a wood-clad pod and a drywall pod after a stress task, in a crossover design. In the wood pod they reported more nature connectedness, more restorativeness, better hedonic tone and energy, and less stress. The main frontal EEG measures did not differ between pods after correction for multiple comparisons.