A single-trial analysis in neuroscience evaluates neural data from one individual stimulus presentation without averaging.
Is it true that a single-trial analysis in neuroscience evaluates neural data from one individual stimulus presentation without averaging?
Yes. Multiple neuroscience studies demonstrate that modern analysis techniques successfully evaluate and decode neural data from individual stimulus presentations without trial averaging.
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The retrieved papers consistently provide evidence demonstrating the use of single-trial analysis methods in neuroscience, ranging from fMRI and EEG decoding to behavioral modeling. No papers refute the claim.
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Correia, J., Jansma, B., & Bonte, M. (2015). Decoding Articulatory Features from fMRI Responses in Dorsal Speech Regions. doi.org. https://doi.org/10.1523/JNEUROSCI.0977-15.2015
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Livezey, J., Bouchard, K. E., & Chang, E. (2018). Deep learning as a tool for neural data analysis: Speech classification and cross-frequency coupling in human sensorimotor cortex. doi.org. https://doi.org/10.1371/journal.pcbi.1007091
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Chung, D., Yun, K., & Jeong, J. (2015). Decoding covert motivations of free riding and cooperation from multi-feature pattern analysis of EEG signals.. doi.org. https://doi.org/10.1093/scan/nsv006
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Weissenberger, Y., King, A. J., & Dahmen, J. C. (2019). Decoding mouse behavior to explain single-trial decisions and their relationship with neural activity. doi.org. https://doi.org/10.1101/567479
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M, D. & C, C. (2026). Distinct oscillatory signatures of emotional reactivity and cognitive reappraisal revealed through multiclass EEG decoding.. doi.org. https://doi.org/10.3758/s13415-026-01462-w
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The retrieved papers consistently provide evidence demonstrating the use of single-trial analysis methods in neuroscience, ranging from fMRI and EEG decoding to behavioral modeling. No papers refute the claim.
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