{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T12:16:14Z","timestamp":1773144974810,"version":"3.50.1"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643683881","type":"print"},{"value":"9781643683898","type":"electronic"}],"license":[{"start":{"date-parts":[[2023,5,18]],"date-time":"2023-05-18T00:00:00Z","timestamp":1684368000000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,5,18]]},"abstract":"<jats:p>We investigated a stacking ensemble method that combines multiple base learners within a database. The results on external validation across four large databases suggest a stacking ensemble could improve model transportability.<\/jats:p>","DOI":"10.3233\/shti230080","type":"book-chapter","created":{"date-parts":[[2023,5,19]],"date-time":"2023-05-19T08:43:05Z","timestamp":1684485785000},"source":"Crossref","is-referenced-by-count":2,"title":["Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?"],"prefix":"10.3233","author":[{"given":"Cynthia","family":"Yang","sequence":"first","affiliation":[{"name":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Egill A.","family":"Fridgeirsson","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jan A.","family":"Kors","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jenna M.","family":"Reps","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"},{"name":"Observational Health Data Analytics, Janssen Research and Development, Titusville, NJ, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peter R.","family":"Rijnbeek","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jenna","family":"Wong","sequence":"additional","affiliation":[{"name":"Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ross D.","family":"Williams","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Caring is Sharing \u2013 Exploiting the Value in Data for Health and Innovation"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI230080","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,31]],"date-time":"2023-05-31T14:56:08Z","timestamp":1685544968000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI230080"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,18]]},"ISBN":["9781643683881","9781643683898"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti230080","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,5,18]]}}}