{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,15]],"date-time":"2026-10-15T03:46:44Z","timestamp":1792036004995,"version":"4.4.0"},"reference-count":23,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,7,18]],"date-time":"2025-07-18T00:00:00Z","timestamp":1752796800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2025,7,18]],"date-time":"2025-07-18T00:00:00Z","timestamp":1752796800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Sci Data"],"DOI":"10.1038\/s41597-025-05583-8","type":"journal-article","created":{"date-parts":[[2025,7,18]],"date-time":"2025-07-18T09:32:51Z","timestamp":1752831171000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["A multimodal dataset for training deep learning models aimed at detecting and analyzing sleep apnea"],"prefix":"10.1038","volume":"12","author":[{"given":"Jing","family":"Tao","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jingjing","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Beiping","family":"Miao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Long","family":"Yang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,7,18]]},"reference":[{"issue":"3","key":"5583_CR1","doi-asserted-by":"publisher","first-page":"259","DOI":"10.5664\/jcsm.4540","volume":"11","author":"R Budhiraja","year":"2015","unstructured":"Budhiraja, R., Siddiqi, T. A. & Quan, S. F. Sleep disorders in chronic obstructive pulmonary disease: etiology, impact, and management. Journal of Clinical Sleep Medicine 11(3), 259\u2013270 (2015).","journal-title":"Journal of Clinical Sleep Medicine"},{"issue":"9","key":"5583_CR2","doi-asserted-by":"publisher","first-page":"1006","DOI":"10.1093\/aje\/kws342","volume":"177","author":"PE Peppard","year":"2013","unstructured":"Peppard, P. E. et al. Increased prevalence of sleep-disordered breathing in adults. American journal of epidemiology 177(9), 1006\u20131014 (2013).","journal-title":"American journal of epidemiology"},{"issue":"17","key":"5583_CR3","doi-asserted-by":"publisher","first-page":"1230","DOI":"10.1056\/NEJM199304293281704","volume":"328","author":"T Young","year":"1993","unstructured":"Young, T. et al. The occur- rence of sleep-disordered breathing among middle-aged adults. New England journal of medicine 328(17), 1230\u20131235 (1993).","journal-title":"New England journal of medicine"},{"issue":"4","key":"5583_CR4","doi-asserted-by":"publisher","first-page":"1406","DOI":"10.1378\/chest.124.4.1406","volume":"124","author":"NC Netzer","year":"2003","unstructured":"Netzer, N. C. et al. Prevalence of symptoms and risk of sleep apnea in primary care. Chest 124(4), 1406\u20131414 (2003).","journal-title":"Chest"},{"issue":"6","key":"5583_CR5","doi-asserted-by":"publisher","first-page":"608","DOI":"10.1016\/j.jacc.2021.05.048","volume":"78","author":"MR Cowie","year":"2021","unstructured":"Cowie, M. R., Linz, D., Redline, S., Somers, V. K. & Simonds, A. K. Sleep disordered breathing and cardiovascular disease: Jacc state-of-the-art review. Journal of the American College of Cardiology 78(6), 608\u2013624 (2021).","journal-title":"Journal of the American College of Cardiology"},{"issue":"1","key":"5583_CR6","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1378\/chest.94.1.32","volume":"94","author":"C Guilleminault","year":"1988","unstructured":"Guilleminault, C. et al. Determinants of daytime sleepiness in obstructive sleep apnea. Chest 94(1), 32\u201337 (1988).","journal-title":"Chest"},{"issue":"8","key":"5583_CR7","doi-asserted-by":"publisher","first-page":"1211","DOI":"10.1089\/jwh.2008.1054","volume":"18","author":"F Kapsimalis","year":"2009","unstructured":"Kapsimalis, F. & Kryger, M. Sleep breathing disorders in the us female population. Journal of women\u2019s health 18(8), 1211\u20131219 (2009).","journal-title":"Journal of women\u2019s health"},{"issue":"1","key":"5583_CR8","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1152\/physrev.00043.2008","volume":"90","author":"JA Dempsey","year":"2010","unstructured":"Dempsey, J. A., Veasey, S. C., Morgan, B. J. & O\u2019Donnell, C. P. Pathophysiology of sleep apnea. Physiological reviews 90(1), 47\u2013112 (2010).","journal-title":"Physiological reviews"},{"issue":"8","key":"5583_CR9","doi-asserted-by":"publisher","first-page":"1000132","DOI":"10.1371\/journal.pmed.1000132","volume":"6","author":"NM Punjabi","year":"2009","unstructured":"Punjabi, N. M. et al. Sleep-disordered breathing and mortality: a prospective cohort study. PLoS medicine 6(8), 1000132 (2009).","journal-title":"PLoS medicine"},{"issue":"6","key":"5583_CR10","doi-asserted-by":"publisher","first-page":"613","DOI":"10.1001\/jama.2011.1115","volume":"306","author":"K Yaffe","year":"2011","unstructured":"Yaffe, K. et al. Sleep-disordered breathing, hypoxia, and risk of mild cognitive impairment and dementia in older women. Jama 306(6), 613\u2013619 (2011).","journal-title":"Jama"},{"issue":"11","key":"5583_CR11","doi-asserted-by":"publisher","first-page":"2076","DOI":"10.1111\/j.1532-5415.2008.01934.x","volume":"56","author":"S Ancoli-Israel","year":"2008","unstructured":"Ancoli-Israel, S. et al. Cognitive effects of treat- ing obstructive sleep apnea in alzheimer\u2019s disease: a randomized controlled study. Journal of the American Geriatrics Society 56(11), 2076\u20132081 (2008).","journal-title":"Journal of the American Geriatrics Society"},{"issue":"20","key":"5583_CR12","doi-asserted-by":"publisher","first-page":"2169","DOI":"10.1001\/jama.2012.3418","volume":"307","author":"JM Marin","year":"2012","unstructured":"Marin, J. M. et al. Association between treated and untreated obstructive sleep apnea and risk of hypertension. Jama 307(20), 2169\u20132176 (2012).","journal-title":"Jama"},{"issue":"12","key":"5583_CR13","doi-asserted-by":"publisher","first-page":"705","DOI":"10.1038\/jhh.2015.15","volume":"29","author":"C Gonzaga","year":"2015","unstructured":"Gonzaga, C., Bertolami, A., Bertolami, M., Amodeo, C. & Calhoun, D. Obstruc-tive sleep apnea, hypertension and cardiovascular diseases. Journal of human hypertension 29(12), 705\u2013712 (2015).","journal-title":"Journal of human hypertension"},{"issue":"1","key":"5583_CR14","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1164\/ajrccm.163.1.2001008","volume":"163","author":"E Shahar","year":"2001","unstructured":"Shahar, E. et al. Sleep- disordered breathing and cardiovascular disease: cross-sectional results of the sleep heart health study. American journal of respiratory and critical care medicine 163(1), 19\u201325 (2001).","journal-title":"American journal of respiratory and critical care medicine"},{"issue":"1","key":"5583_CR15","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1111\/cen.14685","volume":"98","author":"M Akset","year":"2023","unstructured":"Akset, M., Poppe, K. G., Kleynen, P., Bold, I. & Bruyneel, M. Endocrine disor- ders in obstructive sleep apnoea syndrome: A bidirectional relationship. Clinical Endocrinology 98(1), 3\u201313 (2023).","journal-title":"Clinical Endocrinology"},{"issue":"1","key":"5583_CR16","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1210\/jc.2005-1084","volume":"91","author":"E Tasali","year":"2006","unstructured":"Tasali, E., Van Cauter, E. & Ehrmann, D. A. Relationships between sleep dis- ordered breathing and glucose metabolism in polycystic ovary syndrome. The Journal of Clinical Endocrinology & Metabolism 91(1), 36\u201342 (2006).","journal-title":"The Journal of Clinical Endocrinology & Metabolism"},{"issue":"4","key":"5583_CR17","doi-asserted-by":"publisher","first-page":"499","DOI":"10.1093\/sleep\/28.4.499","volume":"28","author":"CA Kushida","year":"2005","unstructured":"Kushida, C. A. et al. Practice parameters for the indications for polysomnography and related procedures: an update for 2005. Sleep 28(4), 499\u2013523 (2005).","journal-title":"Sleep"},{"issue":"5","key":"5583_CR18","doi-asserted-by":"publisher","first-page":"597","DOI":"10.5664\/jcsm.2172","volume":"8","author":"RB Berry","year":"2012","unstructured":"Berry, R. B. et al. Rules for scoring respiratory events in sleep: update of the 2007 aasm manual for the scoring of sleep and associated events: deliberations of the sleep apnea definitions task force of the american academy of sleep medicine. Journal of clinical sleep medicine 8(5), 597\u2013619 (2012).","journal-title":"Journal of clinical sleep medicine"},{"issue":"3","key":"5583_CR19","doi-asserted-by":"publisher","first-page":"479","DOI":"10.5664\/jcsm.6506","volume":"13","author":"VK Kapur","year":"2017","unstructured":"Kapur, V. K. et al. Clinical practice guideline for diagnostic testing for adult obstructive sleep apnea: an american academy of sleep medicine clinical practice guideline. Journal of clinical sleep medicine 13(3), 479\u2013504 (2017).","journal-title":"Journal of clinical sleep medicine"},{"issue":"3","key":"5583_CR20","doi-asserted-by":"publisher","first-page":"263","DOI":"10.5664\/jcsm.27497","volume":"5","author":"AOSATF Sleep Medicine","year":"2009","unstructured":"Sleep Medicine, A. O. S. A. T. F. Clinical guideline for the evaluation, management and long-term care of obstructive sleep apnea in adults. Journal of clinical sleep medicine 5(3), 263\u2013276 (2009).","journal-title":"Journal of clinical sleep medicine"},{"issue":"1","key":"5583_CR21","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-021-00977-w","volume":"8","author":"G Korompili","year":"2021","unstructured":"Korompili, G. et al. Psg-audio, a scored polysomnography dataset with simultaneous audio recordings for sleep apnea studies. Scientific data 8(1), 197 (2021).","journal-title":"Scientific data"},{"issue":"1","key":"5583_CR22","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-022-01272-y","volume":"9","author":"A Bernardini","year":"2022","unstructured":"Bernardini, A., Brunello, A., Gigli, G. L., Montanari, A. & Saccomanno, N. Osasud: A dataset of stroke unit recordings for the detection of obstructive sleep apnea syndrome. Scientific Data 9(1), 177 (2022).","journal-title":"Scientific Data"},{"key":"5583_CR23","doi-asserted-by":"publisher","DOI":"10.57760\/sciencedb.19070","author":"J Tao","year":"2025","unstructured":"Tao, J. et al. A multimodal dataset for training deep learning models aimed at detecting and analyzing sleep apnea[DS\/OL]. V5. Science Data Bank. https:\/\/doi.org\/10.57760\/sciencedb.19070 (2025)."}],"container-title":["Scientific Data"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.nature.com\/articles\/s41597-025-05583-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s41597-025-05583-8","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s41597-025-05583-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,7]],"date-time":"2025-09-07T14:05:04Z","timestamp":1757253904000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.nature.com\/articles\/s41597-025-05583-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,18]]},"references-count":23,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["5583"],"URL":"https:\/\/doi.org\/10.1038\/s41597-025-05583-8","relation":{"references":[{"id-type":"doi","id":"10.57760\/sciencedb.19070","asserted-by":"subject"}]},"ISSN":["2052-4463"],"issn-type":[{"value":"2052-4463","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7,18]]},"assertion":[{"value":"13 January 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 July 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 July 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare no competing interests.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"1263"}}