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

Abstract Background 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...

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Published in:BMC Geriatrics
Main Authors: Klunder, Jet H., Bordonis, Veronique, Heymans, Martijn W., van der Roest, Henriëtte G., Declercq, Anja, Smit, Jan H., Garms-Homolova, Vjenka, Jónsson, Pálmi V., Finne-Soveri, Harriet, Onder, Graziano, Joling, Karlijn J., Maarsingh, Otto R., van Hout, Hein P. J.
Format: Article in Journal/Newspaper
Language:English
Published: Springer Science and Business Media LLC 2021
Subjects:
Online Access:http://dx.doi.org/10.1186/s12877-021-02521-2
https://link.springer.com/content/pdf/10.1186/s12877-021-02521-2.pdf
https://link.springer.com/article/10.1186/s12877-021-02521-2/fulltext.html
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spelling crspringernat:10.1186/s12877-021-02521-2 2023-05-15T16:48:50+02:00 Predicting unplanned hospital visits in older home care recipients: a cross-country external validation study Klunder, Jet H. Bordonis, Veronique Heymans, Martijn W. van der Roest, Henriëtte G. Declercq, Anja Smit, Jan H. Garms-Homolova, Vjenka Jónsson, Pálmi V. Finne-Soveri, Harriet Onder, Graziano Joling, Karlijn J. Maarsingh, Otto R. van Hout, Hein P. J. 2021 http://dx.doi.org/10.1186/s12877-021-02521-2 https://link.springer.com/content/pdf/10.1186/s12877-021-02521-2.pdf https://link.springer.com/article/10.1186/s12877-021-02521-2/fulltext.html en eng Springer Science and Business Media LLC https://creativecommons.org/licenses/by/4.0 https://creativecommons.org/licenses/by/4.0 CC-BY BMC Geriatrics volume 21, issue 1 ISSN 1471-2318 Geriatrics and Gerontology journal-article 2021 crspringernat https://doi.org/10.1186/s12877-021-02521-2 2022-01-04T08:16:23Z Abstract Background 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. Article in Journal/Newspaper Iceland Springer Nature (via Crossref) BMC Geriatrics 21 1
institution Open Polar
collection Springer Nature (via Crossref)
op_collection_id crspringernat
language English
topic Geriatrics and Gerontology
spellingShingle Geriatrics and Gerontology
Klunder, Jet H.
Bordonis, Veronique
Heymans, Martijn W.
van der Roest, Henriëtte G.
Declercq, Anja
Smit, Jan H.
Garms-Homolova, Vjenka
Jónsson, Pálmi V.
Finne-Soveri, Harriet
Onder, Graziano
Joling, Karlijn J.
Maarsingh, Otto R.
van Hout, Hein P. J.
Predicting unplanned hospital visits in older home care recipients: a cross-country external validation study
topic_facet Geriatrics and Gerontology
description Abstract Background 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.
format Article in Journal/Newspaper
author Klunder, Jet H.
Bordonis, Veronique
Heymans, Martijn W.
van der Roest, Henriëtte G.
Declercq, Anja
Smit, Jan H.
Garms-Homolova, Vjenka
Jónsson, Pálmi V.
Finne-Soveri, Harriet
Onder, Graziano
Joling, Karlijn J.
Maarsingh, Otto R.
van Hout, Hein P. J.
author_facet Klunder, Jet H.
Bordonis, Veronique
Heymans, Martijn W.
van der Roest, Henriëtte G.
Declercq, Anja
Smit, Jan H.
Garms-Homolova, Vjenka
Jónsson, Pálmi V.
Finne-Soveri, Harriet
Onder, Graziano
Joling, Karlijn J.
Maarsingh, Otto R.
van Hout, Hein P. J.
author_sort Klunder, Jet H.
title Predicting unplanned hospital visits in older home care recipients: a cross-country external validation study
title_short Predicting unplanned hospital visits in older home care recipients: a cross-country external validation study
title_full Predicting unplanned hospital visits in older home care recipients: a cross-country external validation study
title_fullStr Predicting unplanned hospital visits in older home care recipients: a cross-country external validation study
title_full_unstemmed Predicting unplanned hospital visits in older home care recipients: a cross-country external validation study
title_sort predicting unplanned hospital visits in older home care recipients: a cross-country external validation study
publisher Springer Science and Business Media LLC
publishDate 2021
url http://dx.doi.org/10.1186/s12877-021-02521-2
https://link.springer.com/content/pdf/10.1186/s12877-021-02521-2.pdf
https://link.springer.com/article/10.1186/s12877-021-02521-2/fulltext.html
genre Iceland
genre_facet Iceland
op_source BMC Geriatrics
volume 21, issue 1
ISSN 1471-2318
op_rights https://creativecommons.org/licenses/by/4.0
https://creativecommons.org/licenses/by/4.0
op_rightsnorm CC-BY
op_doi https://doi.org/10.1186/s12877-021-02521-2
container_title BMC Geriatrics
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