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This study reveals that increased fluctuations in performance, measured by mean squared successive differences (MSSD), signal transitions in human performance. Negative transitions, indicating resilience losses, also show increased complexity fluctuations.

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Area of Science:

  • Psychology
  • Human-Computer Interaction
  • Dynamical Systems Theory

Background:

  • Resilience is crucial for stable performance in dynamic environments.
  • Understanding the early warning signals of resilience loss is vital for team performance.
  • Dynamical systems approaches offer novel insights into complex system behaviors.

Purpose of the Study:

  • To investigate resilience losses in dyadic performance using a dynamical systems approach.
  • To identify temporal patterns signaling transitions and resilience losses in human performance.
  • To assess the utility of cross-recurrence quantification analysis and critical fluctuation measures.

Main Methods:

  • Dyads (n=42) performed a lateral rhythmical pointing task under ascending and descending scoring scenarios.
  • Cross-recurrence quantification analysis was used to measure performance complexity and resilience.
  • Lag 1 autocorrelations and mean squared successive differences (MSSD) were applied to detect critical slowing down and critical fluctuations.

Main Results:

  • Performance transitions were observed, though not consistently induced by scoring scenarios across individuals.
  • Contrary to critical slowing down indicators, increased MSSD reliably signaled performance transitions.
  • Negative performance transitions were associated with increased fluctuations in both performance and complexity, indicating resilience loss.

Conclusions:

  • Mean squared successive differences (MSSD) serve as a critical indicator of human performance transitions.
  • Increased complexity fluctuations specifically signal negative performance transitions and resilience losses.
  • Combining performance fluctuation and complexity data can predict positive and negative dyadic team performance transitions.