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Separation of these rhythms is nontrivial due to the spatial mixing of these oscillations in sensor space. Using a computationally efficient processing pipeline requiring no manual data cleaning, we isolated alpha and\/or mu rhythms from electroencephalography recordings performed on 1605 children aged 5\u201318 years. Using the extracted time series for each rhythm, we characterized the waveform shape on a cycle-by-cycle basis and examined whether and how the waveform shape differs across development. We demonstrate that alpha and mu rhythms both exhibit a nonsinusoidal waveform shape that changes significantly across development, in addition to the known large changes in oscillatory frequency. This data set also provided an opportunity to assess oscillatory measures for attention-deficit\/hyperactivity disorder and autism spectrum disorder. We found no differences in the resting-state features of these alpha-band rhythms for either attention-deficit\/hyperactivity disorder or autism spectrum disorder in comparison with typically developing participants in this data set. Although waveform shape is ignored by traditional Fourier spectral analyses, these nonsinusoidal properties may be informative for building more constrained generative models for different types of alpha-band rhythms, yielding more specific insight into their generation.<\/jats:p>","DOI":"10.1162\/jocn_a_02323","type":"journal-article","created":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T14:46:16Z","timestamp":1750257976000},"page":"1581-1615","update-policy":"https:\/\/doi.org\/10.1162\/mitpressjournals.corrections.policy","source":"Crossref","is-referenced-by-count":10,"title":["Resting-state Alpha and Mu Rhythms Change Shape across Development But Lack Diagnostic Sensitivity for Attention-Deficit\/Hyperactivity Disorder and Autism"],"prefix":"10.1162","volume":"37","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1926-8432","authenticated-orcid":true,"given":"Andrew","family":"Bender","sequence":"first","affiliation":[{"name":"University of California, San Diego"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bradley","family":"Voytek","sequence":"additional","affiliation":[{"name":"University of California, San Diego"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2103-1178","authenticated-orcid":true,"given":"Natalie","family":"Schaworonkow","sequence":"additional","affiliation":[{"name":"Ernst Str\u00fcngmann Institute for Neuroscience in Cooperation with Max Planck Society, Frankfurt am Main, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"281","published-online":{"date-parts":[[2025,9,1]]},"reference":[{"key":"2025073013465610300_bib1","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1016\/0013-4694(59)90104-X","article-title":"Occipital and posterior electroencephalographic rhythms","volume":"11","author":"Aird","year":"1959","journal-title":"Electroencephalography and Clinical Neurophysiology"},{"key":"2025073013465610300_bib2","doi-asserted-by":"publisher","first-page":"170181","DOI":"10.1038\/sdata.2017.181","article-title":"An open resource for transdiagnostic research in pediatric mental health and learning disorders","volume":"4","author":"Alexander","year":"2017","journal-title":"Scientific Data"},{"key":"2025073013465610300_bib3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.15585\/mmwr.ss6706a1","article-title":"Prevalence of autism spectrum disorder among children aged 8 years\u2014Autism and developmental disabilities monitoring network, 11 sites, United States, 2014","volume":"67","author":"Baio","year":"2018","journal-title":"Morbidity and Mortality Weekly Report. 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