{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,9]],"date-time":"2026-09-09T10:39:59Z","timestamp":1788950399076,"version":"build-2803163510"},"reference-count":61,"publisher":"Informa UK Limited","license":[{"start":{"date-parts":[[2022,5,1]],"date-time":"2022-05-01T00:00:00Z","timestamp":1651363200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["NSS"],"DOI":"10.2147\/nss.s352335","type":"journal-article","created":{"date-parts":[[2022,5,18]],"date-time":"2022-05-18T09:30:10Z","timestamp":1652866210000},"page":"941-956","source":"Crossref","is-referenced-by-count":29,"title":["Obstructive Sleep Apnoea Syndrome Screening Through Wrist-Worn Smartbands: A Machine-Learning Approach"],"prefix":"10.2147","volume":"Volume 14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3881-5742","authenticated-orcid":true,"given":"Davide","family":"Benedetti","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Umberto","family":"Olcese","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2523-1924","authenticated-orcid":true,"given":"Simone","family":"Bruno","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marta","family":"Barsotti","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michelangelo","family":"Maestri Tassoni","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Enrica","family":"Bonanni","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gabriele","family":"Siciliano","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4814-7218","authenticated-orcid":true,"given":"Ugo","family":"Faraguna","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2022,5]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"396","DOI":"10.1016\/S0002-9343(00)00302-8","volume":"108","author":"Roux","year":"2000","journal-title":"Am J Med"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"136","DOI":"10.1513\/pats.200709-155MG","volume":"5","author":"Punjabi","year":"2008","journal-title":"Proc Am Thorac Soc"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"1311","DOI":"10.3978\/j.issn.2072-1439.2015.06.11","volume":"7","author":"Franklin","year":"2015","journal-title":"J Thorac Dis"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"00057","DOI":"10.1183\/23120541.00057-2020","volume":"6","author":"Dodds","year":"2020","journal-title":"ERJ Open Res"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1183\/09031936.04.00061503","volume":"24","author":"Parra","year":"2004","journal-title":"Eur Respir J"},{"key":"ref6","doi-asserted-by":"publisher","first-page":"557","DOI":"10.1586\/ers.12.44","volume":"6","author":"Vijayan","year":"2012","journal-title":"Expert Rev Respir Med"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"479","DOI":"10.5664\/jcsm.6506","volume":"13","author":"Kapur","year":"2017","journal-title":"J Clin Sleep Med"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"312","DOI":"10.1183\/09059180.00004213","volume":"22","author":"Corral-Penafiel","year":"2013","journal-title":"Eur Respir Rev"},{"key":"ref9","first-page":"527","volume":"25","author":"Elbaz","year":"2002","journal-title":"Sleep"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"298","DOI":"10.1177\/1460458218824725","volume":"26","author":"Mencar","year":"2020","journal-title":"Health Informatics J"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"629","DOI":"10.1093\/bja\/aes465","volume":"110","author":"Singh","year":"2013","journal-title":"Br J Anaesth"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"705","DOI":"10.1093\/sleep\/20.9.705","volume":"20","author":"Young","year":"1997","journal-title":"Sleep"},{"key":"ref13","doi-asserted-by":"publisher","first-page":"H1103","DOI":"10.1152\/ajpheart.01065.2003","volume":"288","author":"Jo","year":"2005","journal-title":"Am J Physiol Heart Circ Physiol"},{"key":"ref14","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1016\/j.sleep.2005.03.014","volume":"6","author":"Guilleminault","year":"2005","journal-title":"Sleep Med"},{"key":"ref15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/tim.2020.3020682","volume":"70","author":"Feng","year":"2021","journal-title":"IEEE Trans Instrum Meas"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"105124","DOI":"10.1016\/j.compbiomed.2021.105124","volume":"140","author":"Yang","year":"2021","journal-title":"Comput Biol Med"},{"key":"ref17","first-page":"1","volume":"70","author":"Shen","year":"2021","journal-title":"IEEE Trans Instrum Meas"},{"key":"ref18","first-page":"1","volume":"71","author":"Gupta","year":"2021","journal-title":"IEEE Trans Instrum Meas"},{"key":"ref19","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1016\/j.neucom.2021.12.001","volume":"473","author":"Liu","year":"2022","journal-title":"Neurocomputing"},{"key":"ref20","doi-asserted-by":"crossref","first-page":"105124","DOI":"10.1016\/j.compbiomed.2021.105085","volume":"140","author":"Liu","year":"2022","journal-title":"Comput Biol Med"},{"key":"ref21","doi-asserted-by":"publisher","first-page":"161","DOI":"10.5664\/jcsm.5476","volume":"12","author":"Ustun","year":"2016","journal-title":"J Clin Sleep Med"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"423","DOI":"10.1007\/s12630-010-9280-x","volume":"57","author":"Abrishami","year":"2010","journal-title":"Can J Anaesth"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"184","DOI":"10.5001\/omj.2018.36","volume":"33","author":"Amra","year":"2018","journal-title":"Oman Med J"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"R1","DOI":"10.1088\/0967-3334\/28\/3\/R01","volume":"28","author":"Allen","year":"2007","journal-title":"Physiol Meas"},{"key":"ref25","doi-asserted-by":"publisher","first-page":"13512","DOI":"10.1038\/s41598-020-69935-7","volume":"10","author":"Papini","year":"2020","journal-title":"Sci Rep"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"22641","DOI":"10.1109\/ACCESS.2020.2969227","volume":"8","author":"Hafezi","year":"2020","journal-title":"IEEE Access"},{"key":"ref27","doi-asserted-by":"publisher","first-page":"7014","DOI":"10.3390\/s20247014","volume":"20","author":"Manoni","year":"2020","journal-title":"Sensors"},{"key":"ref28","doi-asserted-by":"publisher","first-page":"286","DOI":"10.3390\/s20010286","volume":"20","author":"Baty","year":"2020","journal-title":"Sensors"},{"key":"ref29","doi-asserted-by":"publisher","first-page":"e110","DOI":"10.2196\/jmir.9157","volume":"20","author":"Henriksen","year":"2018","journal-title":"J Med Internet Res"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"e18694","DOI":"10.2196\/18694","volume":"8","author":"Fuller","year":"2020","journal-title":"JMIR Mhealth Uhealth"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"e13346","DOI":"10.1111\/jsr.13346","volume":"30","author":"Benedetti","year":"2021","journal-title":"J Sleep Res"},{"key":"ref32","doi-asserted-by":"publisher","first-page":"e0192691","DOI":"10.1371\/journal.pone.0192691","volume":"13","author":"Benedetto","year":"2018","journal-title":"PLoS One"},{"key":"ref33","doi-asserted-by":"publisher","first-page":"927","DOI":"10.1080\/07420528.2019.1596947","volume":"36","author":"Haghayegh","year":"2019","journal-title":"Chronobiol Int"},{"key":"ref34","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1016\/j.physbeh.2016.03.006","volume":"158","author":"de Zambotti","year":"2016","journal-title":"Physiol Behav"},{"key":"ref35","doi-asserted-by":"publisher","first-page":"e10828","DOI":"10.2196\/10828","volume":"7","author":"Nelson","year":"2019","journal-title":"JMIR Mhealth Uhealth"},{"key":"ref36","doi-asserted-by":"publisher","first-page":"e13084","DOI":"10.2196\/13084","volume":"7","author":"Tedesco","year":"2019","journal-title":"JMIR Mhealth Uhealth"},{"key":"ref37","doi-asserted-by":"publisher","first-page":"e0143697","DOI":"10.1371\/journal.pone.0143697","volume":"10","author":"Nagappa","year":"2015","journal-title":"PLoS One"},{"key":"ref38","doi-asserted-by":"publisher","first-page":"597","DOI":"10.5664\/jcsm.2172","volume":"8","author":"Berry","year":"2012","journal-title":"J Clin Sleep Med"},{"key":"ref39","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1038\/s41598-020-79294-y","volume":"11","author":"Banfi","year":"2021","journal-title":"Sci Rep"},{"key":"ref40","doi-asserted-by":"publisher","first-page":"1707","DOI":"10.3233\/JAD-200632","volume":"78","author":"Guarnieri","year":"2020","journal-title":"J Alzheimers Dis"},{"key":"ref41","doi-asserted-by":"publisher","first-page":"263","DOI":"10.5664\/jcsm.5498","volume":"12","author":"Reed","year":"2016","journal-title":"J Clin Sleep Med"},{"key":"ref42","doi-asserted-by":"publisher","first-page":"2091","DOI":"10.1164\/ajrccm.162.6.9904008","volume":"162","author":"Morrell","year":"2000","journal-title":"Am J Respir Crit Care Med"},{"key":"ref43","doi-asserted-by":"publisher","first-page":"24983","DOI":"10.3402\/jchimp.v4.24983","volume":"4","author":"Shrivastava","year":"2014","journal-title":"J Community Hosp Intern Med Perspect"},{"key":"ref44","first-page":"2825","volume":"12","author":"Pedregosa FaV","year":"2011","journal-title":"J Mach Learn Res"},{"key":"ref45","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1186\/s12864-019-6413-7","volume":"21","author":"Chicco","year":"2020","journal-title":"BMC Genomics"},{"key":"ref46","doi-asserted-by":"publisher","first-page":"45","DOI":"10.4103\/0301-4738.37595","volume":"56","author":"Parikh","year":"2008","journal-title":"Indian J Ophthalmol"},{"key":"ref47","doi-asserted-by":"publisher","first-page":"1129","DOI":"10.1016\/S0895-4356(03)00177-X","volume":"56","author":"Glas","year":"2003","journal-title":"J Clin Epidemiol"},{"key":"ref48","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1038\/s41586-020-2649-2","volume":"585","author":"Harris","year":"2020","journal-title":"Nature"},{"key":"ref49","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1183\/09031936.00226711","volume":"41","author":"Parati","year":"2013","journal-title":"Eur Respir J"},{"key":"ref50","doi-asserted-by":"publisher","first-page":"106442","DOI":"10.1016\/j.cmpb.2021.106442","volume":"211","author":"Wu","year":"2021","journal-title":"Comput Methods Programs Biomed"},{"key":"ref51","doi-asserted-by":"publisher","first-page":"608950","DOI":"10.3389\/fsurg.2020.608950","volume":"7","author":"Yin","year":"2020","journal-title":"Front Surg"},{"key":"ref52","doi-asserted-by":"publisher","first-page":"144","DOI":"10.15441\/ceem.19.081","volume":"7","author":"Dagan","year":"2020","journal-title":"Clin Exp Emerg Med"},{"key":"ref53","doi-asserted-by":"publisher","first-page":"13463","DOI":"10.2196\/13463","volume":"21","author":"Chung","year":"2019","journal-title":"J Med Internet Res"},{"key":"ref54","unstructured":"Laricchia F. Fitbit - statistics & facts. Statista. Available from: https:\/\/www.statista.com\/topics\/2595\/fitbit\/. Accessed May 6, 2022."},{"key":"ref55","unstructured":"Laricchia F. Number of wearable device users in the United States from 2014 to 2022. Statista.\u00a0Available from: https:\/\/www.statista.com\/statistics\/543070\/number-of-wearable-users-in-the-us\/. Accessed May 6, 2022."},{"key":"ref56","doi-asserted-by":"publisher","first-page":"719","DOI":"10.1378\/chest.14-0929","volume":"147","author":"Aurora","year":"2015","journal-title":"Chest"},{"key":"ref57","doi-asserted-by":"publisher","first-page":"1555","DOI":"10.5665\/sleep.5046","volume":"38","author":"Punjabi","year":"2015","journal-title":"Sleep"},{"key":"ref58","doi-asserted-by":"publisher","first-page":"104632","DOI":"10.1016\/j.compbiomed.2021.104632","volume":"135","author":"Tang","year":"2021","journal-title":"Comput Biol Med"},{"key":"ref59","doi-asserted-by":"publisher","first-page":"102563","DOI":"10.1016\/j.autneu.2019.102563","volume":"221","author":"Lombardi","year":"2019","journal-title":"Auton Neurosci"},{"key":"ref60","doi-asserted-by":"publisher","first-page":"2477","DOI":"10.1056\/NEJMc2029240","volume":"383","author":"Sjoding","year":"2020","journal-title":"N Engl J Med"},{"key":"ref61","doi-asserted-by":"publisher","first-page":"5020","DOI":"10.21037\/jtd-sleep-2020-003","volume":"12","author":"O\u2019Mahony","year":"2020","journal-title":"J Thorac Dis"}],"container-title":["Nature and Science of Sleep"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.dovepress.com\/getfile.php?fileID=80881","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.dovepress.com\/getfile.php?fileID=80881","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,18]],"date-time":"2022-05-18T09:30:23Z","timestamp":1652866223000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.dovepress.com\/obstructive-sleep-apnoea-syndrome-screening-through-wrist-worn-smartba-peer-reviewed-fulltext-article-NSS"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5]]},"references-count":61,"URL":"https:\/\/doi.org\/10.2147\/nss.s352335","relation":{},"ISSN":["1179-1608"],"issn-type":[{"value":"1179-1608","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5]]}}}