{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T16:28:48Z","timestamp":1771000128330,"version":"3.50.1"},"reference-count":39,"publisher":"The Korean Society of Medical Informatics","issue":"4","license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Healthc Inform Res"],"published-print":{"date-parts":[[2018]]},"DOI":"10.4258\/hir.2018.24.4.346","type":"journal-article","created":{"date-parts":[[2018,11,8]],"date-time":"2018-11-08T09:33:24Z","timestamp":1541669604000},"page":"346","source":"Crossref","is-referenced-by-count":7,"title":["Bayesian Network Model to Evaluate the Effectiveness of Continuous Positive Airway Pressure Treatment of Sleep Apnea"],"prefix":"10.4258","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9253-7491","authenticated-orcid":false,"given":"Olli-Pekka","family":"Ryyn\u00e4nen","sequence":"first","affiliation":[{"name":"Department of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland."},{"name":"General Practice & Primary Health Care Unit, Kuopio University Hospital, Kuopio, Finland."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Timo","family":"Lepp\u00e4nen","sequence":"additional","affiliation":[{"name":"Department of Applied Physics, University of Eastern Finland, Kuopio, Finland."},{"name":"Department of Clinical Neurophysiology, Kuopio University Hospital, Kuopio, Finland."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pekka","family":"Kekolahti","sequence":"additional","affiliation":[{"name":"Department of Communications and Networking, School of Electrical Engineering, Aalto University, Espoo, Finland."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Esa","family":"Mervaala","sequence":"additional","affiliation":[{"name":"Department of Clinical Neurophysiology, Kuopio University Hospital, Kuopio, Finland."},{"name":"Institute of Clinical Medicine, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Juha","family":"T\u00f6yr\u00e4s","sequence":"additional","affiliation":[{"name":"Department of Applied Physics, University of Eastern Finland, Kuopio, Finland."},{"name":"Department of Clinical Neurophysiology, Kuopio University Hospital, Kuopio, Finland."}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"2780","reference":[{"issue":"4","key":"10.4258\/hir.2018.24.4.346_ref1","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1111\/j.1365-2869.2009.00765.x","volume":"18","author":"Kronholm","year":"2009","journal-title":"J Sleep Res"},{"issue":"3","key":"10.4258\/hir.2018.24.4.346_ref2","doi-asserted-by":"crossref","first-page":"1047","DOI":"10.1007\/s11325-012-0798-8","volume":"17","author":"Muraja-Murro","year":"2013","journal-title":"Sleep Breath"},{"issue":"3","key":"10.4258\/hir.2018.24.4.346_ref3","doi-asserted-by":"crossref","first-page":"583","DOI":"10.1177\/0194599812450256","volume":"147","author":"Rich","year":"2012","journal-title":"Otolaryngol Head Neck Surg"},{"issue":"19","key":"10.4258\/hir.2018.24.4.346_ref4","doi-asserted-by":"crossref","first-page":"2034","DOI":"10.1056\/NEJMoa043104","volume":"353","author":"Yaggi","year":"2005","journal-title":"N Engl J Med"},{"issue":"8225","key":"10.4258\/hir.2018.24.4.346_ref5","doi-asserted-by":"crossref","first-page":"862","DOI":"10.1016\/S0140-6736(81)92140-1","volume":"1","author":"Sullivan","year":"1981","journal-title":"Lancet"},{"issue":"1","key":"10.4258\/hir.2018.24.4.346_ref6","first-page":"CD001106","author":"Giles","year":"2006","journal-title":"Cochrane Database Syst Rev"},{"issue":"3","key":"10.4258\/hir.2018.24.4.346_ref7","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1016\/j.ijcard.2013.08.088","volume":"169","author":"Wang","year":"2013","journal-title":"Int J Cardiol"},{"issue":"38","key":"10.4258\/hir.2018.24.4.346_ref8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3310\/hta4380","volume":"4","author":"Spiegelhalter","year":"2000","journal-title":"Health Technol Assess"},{"issue":"1","key":"10.4258\/hir.2018.24.4.346_ref9","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1017\/S0266462301104101","volume":"17","author":"Sheingold","year":"2001","journal-title":"Int J Technol Assess Health Care"},{"issue":"3","key":"10.4258\/hir.2018.24.4.346_ref10","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1007\/s11019-004-0804-4","volume":"7","author":"Allmark","year":"2004","journal-title":"Med Health Care Philos"},{"issue":"4","key":"10.4258\/hir.2018.24.4.346_ref11","doi-asserted-by":"crossref","first-page":"604","DOI":"10.1016\/j.jval.2013.01.001","volume":"16","author":"Woertman","year":"2013","journal-title":"Value Health"},{"key":"10.4258\/hir.2018.24.4.346_ref12","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511803161","volume-title":"Causality","author":"Pearl","year":"2009","edition":"2"},{"issue":"5","key":"10.4258\/hir.2018.24.4.346_ref13","doi-asserted-by":"crossref","first-page":"667","DOI":"10.1093\/sleep\/22.5.667","volume":"22","author":"American Academy of Sleep Medicine Task Force","year":"1999","journal-title":"Sleep"},{"issue":"2","key":"10.4258\/hir.2018.24.4.346_ref14","doi-asserted-by":"crossref","first-page":"135","DOI":"10.3109\/03091902.2012.754509","volume":"37","author":"Kulkas","year":"2013","journal-title":"J Med Eng Technol"},{"issue":"6","key":"10.4258\/hir.2018.24.4.346_ref15","doi-asserted-by":"crossref","first-page":"697","DOI":"10.1007\/s11517-013-1039-4","volume":"51","author":"Kulkas","year":"2013","journal-title":"Med Biol Eng Comput"},{"key":"10.4258\/hir.2018.24.4.346_ref16","doi-asserted-by":"crossref","first-page":"9645347","DOI":"10.1155\/2016\/9645347","volume":"2016","author":"Leppanen","year":"2016","journal-title":"Sleep Disord"},{"issue":"3","key":"10.4258\/hir.2018.24.4.346_ref17","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1007\/s11325-013-0927-z","volume":"18","author":"Muraja-Murro","year":"2014","journal-title":"Sleep Breath"},{"issue":"3","key":"10.4258\/hir.2018.24.4.346_ref18","doi-asserted-by":"crossref","first-page":"119","DOI":"10.3109\/03091902.2016.1148791","volume":"40","author":"Leppanen","year":"2016","journal-title":"J Med Eng Technol"},{"issue":"6","key":"10.4258\/hir.2018.24.4.346_ref19","doi-asserted-by":"crossref","first-page":"663","DOI":"10.1111\/jsr.12070","volume":"22","author":"Muraja-Murro","year":"2013","journal-title":"J Sleep Res"},{"key":"10.4258\/hir.2018.24.4.346_ref20","unstructured":"BayesiaLab [Internet]. Franklin (TN). Bayesia USA. c2018. cited at 2017 Jul 14. Available from: http:\/\/www.bayesialab.com\/"},{"key":"10.4258\/hir.2018.24.4.346_ref21","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-74101-7","volume-title":"Bayesian networks and influence diagrams","author":"Kjaerulff","year":"2008"},{"key":"10.4258\/hir.2018.24.4.346_ref22","doi-asserted-by":"crossref","DOI":"10.1007\/0-387-23529-9_22","volume-title":"Tabu search enhanced Markov blanket classifier for high dimensional data sets","author":"Bai","year":"2005"},{"key":"10.4258\/hir.2018.24.4.346_ref23","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/4643.001.0001","volume-title":"The minimum description length principle","author":"Grunwald","year":"2007"},{"issue":"6","key":"10.4258\/hir.2018.24.4.346_ref24","doi-asserted-by":"crossref","first-page":"1313","DOI":"10.1007\/s10796-014-9502-9","volume":"17","author":"Kekolahti","year":"2015","journal-title":"Inf Syst Front"},{"issue":"4","key":"10.4258\/hir.2018.24.4.346_ref25","doi-asserted-by":"crossref","first-page":"973","DOI":"10.1016\/j.tele.2016.03.001","volume":"33","author":"Kekolahti","year":"2016","journal-title":"Telematics Inform"},{"issue":"1","key":"10.4258\/hir.2018.24.4.346_ref26","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1080\/03610926.2012.735329","volume":"44","author":"Kasza","year":"2015","journal-title":"Commun Stat Theory Methods"},{"key":"10.4258\/hir.2018.24.4.346_ref27","first-page":"436","volume-title":"Estimation by MinxEnt principle","author":"Shamilov"},{"key":"10.4258\/hir.2018.24.4.346_ref28","first-page":"129","volume-title":"The Bayesian structural EM algorithm","author":"Friedman"},{"issue":"5","key":"10.4258\/hir.2018.24.4.346_ref29","doi-asserted-by":"crossref","first-page":"745","DOI":"10.1097\/EDE.0b013e318225c2be","volume":"22","author":"Textor","year":"2011","journal-title":"Epidemiology"},{"key":"10.4258\/hir.2018.24.4.346_ref30","first-page":"23","volume-title":"The book of why: the new science of cause and effect","author":"Pearl","year":"2018"},{"issue":"2","key":"10.4258\/hir.2018.24.4.346_ref31","doi-asserted-by":"crossref","first-page":"e1001599","DOI":"10.1371\/journal.pmed.1001599","volume":"11","author":"Kendzerska","year":"2014","journal-title":"PLoS Med"},{"issue":"4","key":"10.4258\/hir.2018.24.4.346_ref32","doi-asserted-by":"crossref","first-page":"355","DOI":"10.5664\/jcsm.3600","volume":"10","author":"Marshall","year":"2014","journal-title":"J Clin Sleep Med"},{"issue":"3","key":"10.4258\/hir.2018.24.4.346_ref33","doi-asserted-by":"crossref","first-page":"S181","DOI":"10.1093\/geronb\/59.3.S181","volume":"59","author":"Meinow","year":"2004","journal-title":"J Gerontol B Psychol Sci Soc Sci"},{"key":"10.4258\/hir.2018.24.4.346_ref34","doi-asserted-by":"crossref","first-page":"43","DOI":"10.2147\/NSS.S75166","volume":"7","author":"Jennum","year":"2015","journal-title":"Nat Sci Sleep"},{"issue":"3","key":"10.4258\/hir.2018.24.4.346_ref35","doi-asserted-by":"crossref","first-page":"690","DOI":"10.1378\/chest.07-1901","volume":"133","author":"Kasai","year":"2008","journal-title":"Chest"},{"issue":"4","key":"10.4258\/hir.2018.24.4.346_ref36","doi-asserted-by":"crossref","first-page":"352","DOI":"10.1161\/CIRCULATIONAHA.109.901801","volume":"122","author":"Gottlieb","year":"2010","journal-title":"Circulation"},{"issue":"12","key":"10.4258\/hir.2018.24.4.346_ref37","doi-asserted-by":"crossref","first-page":"1095","DOI":"10.1056\/NEJMoa1506459","volume":"373","author":"Cowie","year":"2015","journal-title":"N Engl J Med"},{"issue":"9","key":"10.4258\/hir.2018.24.4.346_ref38","doi-asserted-by":"crossref","first-page":"1202","DOI":"10.1016\/j.cjca.2015.07.712","volume":"31","author":"Yogasundaram","year":"2015","journal-title":"Can J Cardiol"},{"issue":"2","key":"10.4258\/hir.2018.24.4.346_ref39","doi-asserted-by":"crossref","first-page":"1601692","DOI":"10.1183\/13993003.01692-2016","volume":"50","author":"Woehrle","year":"2017","journal-title":"Eur Respir J"}],"container-title":["Healthcare Informatics Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/synapse.koreamed.org\/pdf\/10.4258\/hir.2018.24.4.346","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/synapse.koreamed.org\/DOIx.php?id=10.4258\/hir.2018.24.4.346","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/synapse.koreamed.org\/DOIx.php?id=10.4258\/hir.2018.24.4.346","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,14]],"date-time":"2020-11-14T22:13:16Z","timestamp":1605391996000},"score":1,"resource":{"primary":{"URL":"http:\/\/e-hir.org\/journal\/view.php?id=10.4258\/hir.2018.24.4.346"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"references-count":39,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2018]]}},"URL":"https:\/\/doi.org\/10.4258\/hir.2018.24.4.346","relation":{},"ISSN":["2093-3681","2093-369X"],"issn-type":[{"value":"2093-3681","type":"print"},{"value":"2093-369X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]}}}