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Clinical decision-making in older adults following emergency admission to hospital. Derivation and validation of a risk stratification score: OPERA
OBJECTIVES OF THE STUDY: Demographic changes alongside medical advances have resulted in older adults accounting for an increasing proportion of emergency hospital admissions. Current measures of illness severity, limited to physiological parameters, have shortcomings in this cohort, partly due to p...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7971558/ https://www.ncbi.nlm.nih.gov/pubmed/33735316 http://dx.doi.org/10.1371/journal.pone.0248477 |
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author | Arjan, Khushal Forni, Lui G. Venn, Richard M. Hunt, David Hodgson, Luke Eliot |
author_facet | Arjan, Khushal Forni, Lui G. Venn, Richard M. Hunt, David Hodgson, Luke Eliot |
author_sort | Arjan, Khushal |
collection | PubMed |
description | OBJECTIVES OF THE STUDY: Demographic changes alongside medical advances have resulted in older adults accounting for an increasing proportion of emergency hospital admissions. Current measures of illness severity, limited to physiological parameters, have shortcomings in this cohort, partly due to patient complexity. This study aimed to derive and validate a risk score for acutely unwell older adults which may enhance risk stratification and support clinical decision-making. METHODS: Data was collected from emergency admissions in patients ≥65 years from two UK general hospitals (April 2017- April 2018). Variables underwent regression analysis for in-hospital mortality and independent predictors were used to create a risk score. Performance was assessed on external validation. Secondary outcomes included seven-day mortality and extended hospital stay. RESULTS: Derivation (n = 8,974) and validation (n = 8,391) cohorts were analysed. The model included the National Early Warning Score 2 (NEWS2), clinical frailty scale (CFS), acute kidney injury, age, sex, and Malnutrition Universal Screening Tool. For mortality, area under the curve for the model was 0.79 (95% CI 0.78–0.80), superior to NEWS2 0.65 (0.62–0.67) and CFS 0.76 (0.74–0.77) (P<0.0001). Risk groups predicted prolonged hospital stay: the highest risk group had an odds ratio of 9.7 (5.8–16.1) to stay >30 days. CONCLUSIONS: Our simple validated model (Older Persons’ Emergency Risk Assessment [OPERA] score) predicts in-hospital mortality and prolonged length of stay and could be easily integrated into electronic hospital systems, enabling automatic digital generation of risk stratification within hours of admission. Future studies may validate the OPERA score in external populations and consider an impact analysis. |
format | Online Article Text |
id | pubmed-7971558 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-79715582021-03-31 Clinical decision-making in older adults following emergency admission to hospital. Derivation and validation of a risk stratification score: OPERA Arjan, Khushal Forni, Lui G. Venn, Richard M. Hunt, David Hodgson, Luke Eliot PLoS One Research Article OBJECTIVES OF THE STUDY: Demographic changes alongside medical advances have resulted in older adults accounting for an increasing proportion of emergency hospital admissions. Current measures of illness severity, limited to physiological parameters, have shortcomings in this cohort, partly due to patient complexity. This study aimed to derive and validate a risk score for acutely unwell older adults which may enhance risk stratification and support clinical decision-making. METHODS: Data was collected from emergency admissions in patients ≥65 years from two UK general hospitals (April 2017- April 2018). Variables underwent regression analysis for in-hospital mortality and independent predictors were used to create a risk score. Performance was assessed on external validation. Secondary outcomes included seven-day mortality and extended hospital stay. RESULTS: Derivation (n = 8,974) and validation (n = 8,391) cohorts were analysed. The model included the National Early Warning Score 2 (NEWS2), clinical frailty scale (CFS), acute kidney injury, age, sex, and Malnutrition Universal Screening Tool. For mortality, area under the curve for the model was 0.79 (95% CI 0.78–0.80), superior to NEWS2 0.65 (0.62–0.67) and CFS 0.76 (0.74–0.77) (P<0.0001). Risk groups predicted prolonged hospital stay: the highest risk group had an odds ratio of 9.7 (5.8–16.1) to stay >30 days. CONCLUSIONS: Our simple validated model (Older Persons’ Emergency Risk Assessment [OPERA] score) predicts in-hospital mortality and prolonged length of stay and could be easily integrated into electronic hospital systems, enabling automatic digital generation of risk stratification within hours of admission. Future studies may validate the OPERA score in external populations and consider an impact analysis. Public Library of Science 2021-03-18 /pmc/articles/PMC7971558/ /pubmed/33735316 http://dx.doi.org/10.1371/journal.pone.0248477 Text en © 2021 Arjan et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Arjan, Khushal Forni, Lui G. Venn, Richard M. Hunt, David Hodgson, Luke Eliot Clinical decision-making in older adults following emergency admission to hospital. Derivation and validation of a risk stratification score: OPERA |
title | Clinical decision-making in older adults following emergency admission to hospital. Derivation and validation of a risk stratification score: OPERA |
title_full | Clinical decision-making in older adults following emergency admission to hospital. Derivation and validation of a risk stratification score: OPERA |
title_fullStr | Clinical decision-making in older adults following emergency admission to hospital. Derivation and validation of a risk stratification score: OPERA |
title_full_unstemmed | Clinical decision-making in older adults following emergency admission to hospital. Derivation and validation of a risk stratification score: OPERA |
title_short | Clinical decision-making in older adults following emergency admission to hospital. Derivation and validation of a risk stratification score: OPERA |
title_sort | clinical decision-making in older adults following emergency admission to hospital. derivation and validation of a risk stratification score: opera |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7971558/ https://www.ncbi.nlm.nih.gov/pubmed/33735316 http://dx.doi.org/10.1371/journal.pone.0248477 |
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