{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,5]],"date-time":"2026-07-05T11:00:11Z","timestamp":1783249211942,"version":"3.54.6"},"reference-count":26,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015,8]]},"DOI":"10.1109\/embc.2015.7320286","type":"proceedings-article","created":{"date-parts":[[2015,11,5]],"date-time":"2015-11-05T17:53:44Z","timestamp":1446746024000},"page":"8151-8156","source":"Crossref","is-referenced-by-count":1,"title":["A decision support system based on an ensemble of random forests for improving the management of women with abnormal findings at cervical cancer screening"],"prefix":"10.1109","author":[{"given":"Panagiotis","family":"Bountris","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maria","family":"Haritou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abraham","family":"Pouliakis","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Petros","family":"Karakitsos","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dimitrios","family":"Koutsouris","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1093\/jnci\/djn444"},{"key":"ref11","first-page":"914740","article-title":"The Application of Classification and Regression Trees for the Triage of Women for Referral to Colposcopy and the Estimation of Risk for Cervical Intraepithelial Neoplasia: A Study Based on 1625 Cases with Incomplete Data from Molecular Tests","volume":"2014","author":"pouliakis","year":"2014","journal-title":"Biomed Res Int"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1002\/ijc.28640"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1016\/S1701-2163(16)35241-0","article-title":"HPV testing in primary cervical screening: a systematic review and meta-analysis","volume":"34","author":"murphy","year":"2012","journal-title":"J Obstet Gynaecol Can"},{"key":"ref14","first-page":"132","article-title":"A preliminary study of the potential of tree classifiers in triage of high-grade squamous intraepithelial lesions","volume":"33","author":"karakitsos","year":"2011","journal-title":"Anal Quant Cytol Histol"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1155\/2014\/341483"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/S0272-2712(03)00053-2"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1111\/j.1600-0463.2008.00009.x"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/0166-0934(95)00032-P"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1309\/FE70AVNY75TDDJUH"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.vaccine.2008.06.019"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.a1284"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/S0306-5456(00)00121-2"},{"key":"ref5","first-page":"605","article-title":"Management of ASCUS findings in Papanicolaou smears. A retrospective study","volume":"33","author":"iavazzo","year":"2012","journal-title":"Eur J Gynaecol Oncol"},{"key":"ref8","first-page":"305","article-title":"Clinical performance of human papillomavirus E6, E7 mRNA flow cytometric assay compared to human papillomavirus DNA typing","volume":"33","author":"kottaridi","year":"2011","journal-title":"Anal Quant Cytol Histol"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1155\/2012\/303192"},{"key":"ref2","article-title":"NHS Cervical Screening Programme Statistical Bulletin (England 2012-13)","year":"2013","journal-title":"Department of Health England"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1128\/JCM.01863-08"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.3322\/caac.20107"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1097\/00000478-200211000-00001"},{"key":"ref22","article-title":"Using Random Forest to Learn Imbalanced Data","author":"chao","year":"2004","journal-title":"University of California"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.4108\/icst.mobihealth.2014.257381"},{"key":"ref23","first-page":"3133","article-title":"Do we need hundreds of classifiers to solve real world classification problems","volume":"15","author":"delgado","year":"2014","journal-title":"Journal of Machine Learning Research"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1007\/978-3-319-11128-5_188","article-title":"CxCaDSS: A Web-Based Clinical Decision Support System for Cervical Cancer","volume":"45","author":"bountris","year":"2015","journal-title":"6th European Conference of the International Federation for Medical and Biological Engineering"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.4108\/icst.mobihealth.2014.257377"}],"event":{"name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","location":"Milan","start":{"date-parts":[[2015,8,25]]},"end":{"date-parts":[[2015,8,29]]}},"container-title":["2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/7302811\/7318236\/07320286.pdf?arnumber=7320286","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,1]],"date-time":"2019-09-01T04:57:58Z","timestamp":1567313878000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/7320286\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,8]]},"references-count":26,"URL":"https:\/\/doi.org\/10.1109\/embc.2015.7320286","relation":{},"subject":[],"published":{"date-parts":[[2015,8]]}}}