Predicting unplanned hospital visits in older home care recipients : a cross-country external validation study

dc.contributor.authorKlunder, Jet H.
dc.contributor.authorBordonis, Veronique
dc.contributor.authorHeymans, Martijn W.
dc.contributor.authorvan der Roest, Henriëtte G.
dc.contributor.authorDeclercq, Anja
dc.contributor.authorSmit, Jan H.
dc.contributor.authorGarms-Homolova, Vjenka
dc.contributor.authorJónsson, Pálmi V.
dc.contributor.authorFinne-Soveri, Harriet
dc.contributor.authorOnder, Graziano
dc.contributor.authorJoling, Karlijn J.
dc.contributor.authorMaarsingh, Otto R.
dc.contributor.authorvan Hout, Hein P.J.
dc.contributor.departmentFaculty of Medicine
dc.date.accessioned2025-11-20T08:31:08Z
dc.date.available2025-11-20T08:31:08Z
dc.date.issued2021-10-14
dc.descriptionFunding Information: The IBenC project was a Collaborative Research Project funded by the European Union in the Programme: FP7-HEALTH-2012-INNOVATION-1 under grant agreement no. 305912. The funding had no role in study design, data collection, analysis, and interpretation, or preparation of the manuscript. Funding Information: This research was supported by Stichting Preventie Vroegdiagnostiek en e-Health. The authors thank the home care clients and home care organizations for their involvement in the project. Publisher Copyright: © 2021, The Author(s).en
dc.description.abstractBackground: Accurate identification of older persons at risk of unplanned hospital visits can facilitate preventive interventions. Several risk scores have been developed to identify older adults at risk of unplanned hospital visits. It is unclear whether risk scores developed in one country, perform as well in another. This study validates seven risk scores to predict unplanned hospital admissions and emergency department (ED) visits in older home care recipients from six countries. Methods: We used the IBenC sample (n = 2446), a cohort of older home care recipients from six countries (Belgium, Finland, Germany, Iceland, Italy and The Netherlands) to validate four specific risk scores (DIVERT, CARS, EARLI and previous acute admissions) and three frailty indicators (CHESS, Fried Frailty Criteria and Frailty Index). Outcome measures were unplanned hospital admissions, ED visits or any unplanned hospital visits after 6 months. Missing data were handled by multiple imputation. Performance was determined by assessing calibration and discrimination (area under receiver operating characteristic curve (AUC)). Results: Risk score performance varied across countries. In Iceland, for any unplanned hospital visits DIVERT and CARS reached a fair predictive value (AUC 0.74 [0.68–0.80] and AUC 0.74 [0.67–0.80]), respectively). In Finland, DIVERT had fair performance predicting ED visits (AUC 0.72 [0.67–0.77]) and any unplanned hospital visits (AUC 0.73 [0.67–0.77]). In other countries, AUCs did not exceed 0.70. Conclusions: Geographical validation of risk scores predicting unplanned hospital visits in home care recipients showed substantial variations of poor to fair performance across countries. Unplanned hospital visits seem considerably dependent on healthcare context. Therefore, risk scores should be validated regionally before applied to practice. Future studies should focus on identification of more discriminative predictors in order to develop more accurate risk scores.en
dc.description.versionPeer revieweden
dc.format.extent1107358
dc.format.extent551
dc.identifier.citationKlunder, J H, Bordonis, V, Heymans, M W, van der Roest, H G, Declercq, A, Smit, J H, Garms-Homolova, V, Jónsson, P V, Finne-Soveri, H, Onder, G, Joling, K J, Maarsingh, O R & van Hout, H P J 2021, 'Predicting unplanned hospital visits in older home care recipients : a cross-country external validation study', BMC Geriatrics, vol. 21, no. 1, 551, pp. 551. https://doi.org/10.1186/s12877-021-02521-2en
dc.identifier.doi10.1186/s12877-021-02521-2
dc.identifier.issn1471-2318
dc.identifier.other41921062
dc.identifier.other35194efe-a899-4179-b485-1bc52afbf778
dc.identifier.other85117304309
dc.identifier.other34649526
dc.identifier.other000707345800004
dc.identifier.urihttps://hdl.handle.net/20.500.11815/6468
dc.language.isoen
dc.relationinfo:eu-repo/grantAgreement/EC/FP7/
dc.relation.ispartofseriesBMC Geriatrics; 21(1)en
dc.relation.urlhttps://www.scopus.com/pages/publications/85117304309en
dc.rightsinfo:eu-repo/semantics/openAccessen
dc.subjectEmergency department visitsen
dc.subjectGeographical validationen
dc.subjectHome careen
dc.subjectRisk prediction modelsen
dc.subjectUnplanned hospitalizationsen
dc.subjectEmergency Service, Hospitalen
dc.subjectHumansen
dc.subjectRisk Factorsen
dc.subjectHome Care Servicesen
dc.subjectHospitalsen
dc.subjectAged, 80 and overen
dc.subjectFrailtyen
dc.subjectAgeden
dc.subjectGeriatrics and Gerontologyen
dc.subject305912en
dc.titlePredicting unplanned hospital visits in older home care recipients : a cross-country external validation studyen
dc.type/dk/atira/pure/researchoutput/researchoutputtypes/contributiontojournal/articleen

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