{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,20]],"date-time":"2026-02-20T18:45:29Z","timestamp":1771613129230,"version":"3.50.1"},"reference-count":35,"publisher":"IEEE","license":[{"start":{"date-parts":[[2023,7,24]],"date-time":"2023-07-24T00:00:00Z","timestamp":1690156800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,7,24]],"date-time":"2023-07-24T00:00:00Z","timestamp":1690156800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,7,24]]},"DOI":"10.1109\/embc40787.2023.10340751","type":"proceedings-article","created":{"date-parts":[[2023,12,11]],"date-time":"2023-12-11T19:54:26Z","timestamp":1702324466000},"page":"1-5","source":"Crossref","is-referenced-by-count":10,"title":["Handling Class Imbalance in Machine Learning-based Prediction Models: A Case Study in Asthma Management"],"prefix":"10.1109","author":[{"given":"Arif","family":"Budiarto","sequence":"first","affiliation":[{"name":"University of Edinburgh,Usher Institute,Edinburgh,UK,EH16 4SS"}]},{"given":"Aziz","family":"Sheikh","sequence":"additional","affiliation":[{"name":"University of Edinburgh,Usher Institute,Edinburgh,UK,EH16 4SS"}]},{"given":"Andrew","family":"Wilson","sequence":"additional","affiliation":[{"name":"University of East Anglia,Norwich Medical School,Norwich,UK,NR4 7TJ"}]},{"given":"David B","family":"Price","sequence":"additional","affiliation":[{"name":"Observational and Pragmatic Research Institute,Singapore,Singapore"}]},{"given":"Syed Ahmar","family":"Shah","sequence":"additional","affiliation":[{"name":"University of Edinburgh,Usher Institute,Edinburgh,UK,EH16 4SS"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Asthma","year":"2022"},{"issue":"10258","key":"ref2","doi-asserted-by":"crossref","first-page":"1204","DOI":"10.1016\/S0140-6736(20)30925-9","article-title":"Global burden of 369 diseases and injuries in 204 countries and territories, 1990\u20132019: a systematic analysis for the Global Burden of Disease Study 2019","volume":"396","author":"Abbafati","year":"2020","journal-title":"Lancet"},{"key":"ref3","year":"2018","journal-title":"Pocket Guide for Asthma Management and Prevention."},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.2196\/16981"},{"key":"ref5","first-page":"98","article-title":"Modeling Asthma Exacerbations from Electronic Health Records","volume-title":"AMIA Jt. Summits Transl. Sci. proceedings. AMIA Jt. Summits Transl. Sci","volume":"2020","author":"Cobian"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3399\/bjgp.2020.1042"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1080\/02770903.2021.1923740"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.rmed.2021.106483"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/tkde.2008.239"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1186\/s12911-021-01704-6"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1186\/s12874-020-0913-7"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3343440"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2018.05.016"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-019-1259-8"},{"key":"ref15","article-title":"MIMIC-IV (version 2.0)","volume-title":"PhysioNet","author":"Johnson","year":"2022"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-022-01782-9"},{"key":"ref17","article-title":"Data Analysis Guideline - ICD-9-CM to ICD-10-CM Conversion","year":"2019"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-39964-3_62"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/11538059_91"},{"issue":"1","key":"ref21","first-page":"24","article-title":"Borderline Over-sampling for Imbalanced Data Classification","volume-title":"Proc. Fifth Int. Work. Comput. Intell. Appl","volume":"2009","author":"Nguyen"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1039\/b918972f"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ijcnn.2008.4633969"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00949"},{"key":"ref25","first-page":"559","article-title":"Imbalanced-learn: A Python Toolbox to Tackle the Curse of Imbalanced Datasets in Machine Learning","volume":"18","author":"Lema\u00eetre","year":"2017","journal-title":"J. Mach. Learn. Res."},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.11613\/bm.2014.003"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2019-036099"},{"issue":"85","key":"ref29","first-page":"2825","article-title":"Scikit-learn: Machine Learning in Python","volume":"12","author":"Pedregosa","year":"2011","journal-title":"J. Mach. Learn. Res."},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1186\/s12911-022-01847-0"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/embc48229.2022.9871384"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/6672072"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph18030908"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1177\/1460458218799470"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.jaip.2016.11.007"}],"event":{"name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","location":"Sydney, Australia","start":{"date-parts":[[2023,7,24]]},"end":{"date-parts":[[2023,7,27]]}},"container-title":["2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10339936\/10339939\/10340751.pdf?arnumber=10340751","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,19]],"date-time":"2023-12-19T23:58:14Z","timestamp":1703030294000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10340751\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,7,24]]},"references-count":35,"URL":"https:\/\/doi.org\/10.1109\/embc40787.2023.10340751","relation":{},"subject":[],"published":{"date-parts":[[2023,7,24]]}}}