Does stochastic resonance improve performance for individuals with higher autism-spectrum quotient?
While noise is generally believed to impair performance, the detection of weak stimuli can sometimes be enhanced by introducing optimum noise levels. This phenomenon is termed 'Stochastic Resonance' (SR). Past evidence suggests that autistic individuals exhibit higher neural noise than neu...
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Published in | Frontiers in neuroscience Vol. 17; p. 1110714 |
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Language | English |
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Abstract | While noise is generally believed to impair performance, the detection of weak stimuli can sometimes be enhanced by introducing optimum noise levels. This phenomenon is termed 'Stochastic Resonance' (SR). Past evidence suggests that autistic individuals exhibit higher neural noise than neurotypical individuals. It has been proposed that the enhanced performance in Autism Spectrum Disorder (ASD) on some tasks could be due to SR. Here we present a computational model, lab-based, and online visual identification experiments to find corroborating evidence for this hypothesis in individuals without a formal ASD diagnosis. Our modeling predicts that artificially increasing noise results in SR for individuals with low internal noise (e.g., neurotypical), however not for those with higher internal noise (e.g., autistic, or neurotypical individuals with higher autistic traits). It also predicts that at low stimulus noise, individuals with higher internal noise outperform those with lower internal noise. We tested these predictions using visual identification tasks among participants from the general population with autistic traits measured by the Autism-Spectrum Quotient (AQ). While all participants showed SR in the lab-based experiment, this did not support our model strongly. In the online experiment, significant SR was not found, however participants with higher AQ scores outperformed those with lower AQ scores at low stimulus noise levels, which is consistent with our modeling. In conclusion, our study is the first to investigate the link between SR and superior performance by those with ASD-related traits, and reports limited evidence to support the high neural noise/SR hypothesis. |
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AbstractList | While noise is generally believed to impair performance, detection of weak stimuli can sometimes be enhanced by introducing optimum noise levels. This phenomenon is termed ‘Stochastic Resonance’ (SR). Past evidence suggests that autistic individuals exhibit higher neural noise than neurotypical individuals. It has been proposed that that the enhanced performance in Autism Spectrum Disorder (ASD) on some tasks could be due to SR. Here we present a computational model, lab-based, and online visual identification experiments to find corroborating evidence for this hypothesis in individuals without a formal ASD diagnosis. Our modelling predicts that artificially increasing noise results in SR for individuals with low internal noise (e.g., neurotypical), however not for those with higher internal noise (e.g., autistic, or neurotypical individuals with higher autistic traits). It also predicts that at low stimulus noise, individuals with higher internal noise outperform those with lower internal noise. We tested these predictions using visual identification tasks among participants from the general population with autistic traits measured by the Autism-Spectrum Quotient (AQ). While all participants showed SR in the lab-based experiment, this did not support our model strongly. In the online experiment, significant SR was not found, however participants with higher AQ scores outperformed those with lower scores at low stimulus noise levels, which is consistent with our modelling. In conclusion, our study is the first to investigate the link between SR and superior performance by those with ASD-related traits, and reports limited evidence to support the high neural noise/SR hypothesis. While noise is generally believed to impair performance, the detection of weak stimuli can sometimes be enhanced by introducing optimum noise levels. This phenomenon is termed ‘Stochastic Resonance’ (SR). Past evidence suggests that autistic individuals exhibit higher neural noise than neurotypical individuals. It has been proposed that the enhanced performance in Autism Spectrum Disorder (ASD) on some tasks could be due to SR. Here we present a computational model, lab-based, and online visual identification experiments to find corroborating evidence for this hypothesis in individuals without a formal ASD diagnosis. Our modeling predicts that artificially increasing noise results in SR for individuals with low internal noise (e.g., neurotypical), however not for those with higher internal noise (e.g., autistic, or neurotypical individuals with higher autistic traits). It also predicts that at low stimulus noise, individuals with higher internal noise outperform those with lower internal noise. We tested these predictions using visual identification tasks among participants from the general population with autistic traits measured by the Autism-Spectrum Quotient (AQ). While all participants showed SR in the lab-based experiment, this did not support our model strongly. In the online experiment, significant SR was not found, however participants with higher AQ scores outperformed those with lower AQ scores at low stimulus noise levels, which is consistent with our modeling. In conclusion, our study is the first to investigate the link between SR and superior performance by those with ASD-related traits, and reports limited evidence to support the high neural noise/SR hypothesis. |
Author | Raul, Pratik McNally, Kate Ward, Lawrence M van Boxtel, Jeroen J A |
AuthorAffiliation | 4 Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University , Melbourne, VIC , Australia 1 Discipline of Psychology, Faculty of Health, University of Canberra , Canberra, ACT , Australia 2 Department of Psychology, University of British Columbia , Vancouver, BC , Canada 3 Djavad Mowafaghian Centre for Brain Health, University of British Columbia , Vancouver, BC , Canada |
AuthorAffiliation_xml | – name: 4 Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University , Melbourne, VIC , Australia – name: 3 Djavad Mowafaghian Centre for Brain Health, University of British Columbia , Vancouver, BC , Canada – name: 2 Department of Psychology, University of British Columbia , Vancouver, BC , Canada – name: 1 Discipline of Psychology, Faculty of Health, University of Canberra , Canberra, ACT , Australia |
Author_xml | – sequence: 1 givenname: Pratik surname: Raul fullname: Raul, Pratik organization: Discipline of Psychology, Faculty of Health, University of Canberra, Canberra, ACT, Australia – sequence: 2 givenname: Kate surname: McNally fullname: McNally, Kate organization: Discipline of Psychology, Faculty of Health, University of Canberra, Canberra, ACT, Australia – sequence: 3 givenname: Lawrence M surname: Ward fullname: Ward, Lawrence M organization: Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada – sequence: 4 givenname: Jeroen J A surname: van Boxtel fullname: van Boxtel, Jeroen J A organization: Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/37123379$$D View this record in MEDLINE/PubMed |
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Copyright | Copyright © 2023 Raul, McNally, Ward and van Boxtel. 2023. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. Copyright © 2023 Raul, McNally, Ward and van Boxtel. 2023 Raul, McNally, Ward and van Boxtel |
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Keywords | neural noise enhanced performance stochastic resonance autism-spectrum disorders visual noise visual identification |
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SubjectTerms | Autism autism-spectrum disorders Computational neuroscience enhanced performance Hypotheses Information processing neural noise Neuroscience stochastic resonance Stochasticity visual identification visual noise |
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Title | Does stochastic resonance improve performance for individuals with higher autism-spectrum quotient? |
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