Cargando…

External validation of the Probability of repeated admission (Pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study

OBJECTIVES: Emergency admission is associated with the potential for adverse events in older people and risk prediction models are available to identify those at highest risk of admission. The aim of this study was to externally validate and compare the performance of the Probability of repeated adm...

Descripción completa

Detalles Bibliográficos
Autores principales: Wallace, Emma, McDowell, Ronald, Bennett, Kathleen, Fahey, Tom, Smith, Susan M
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5128991/
https://www.ncbi.nlm.nih.gov/pubmed/28186935
http://dx.doi.org/10.1136/bmjopen-2016-012336
_version_ 1782470512920756224
author Wallace, Emma
McDowell, Ronald
Bennett, Kathleen
Fahey, Tom
Smith, Susan M
author_facet Wallace, Emma
McDowell, Ronald
Bennett, Kathleen
Fahey, Tom
Smith, Susan M
author_sort Wallace, Emma
collection PubMed
description OBJECTIVES: Emergency admission is associated with the potential for adverse events in older people and risk prediction models are available to identify those at highest risk of admission. The aim of this study was to externally validate and compare the performance of the Probability of repeated admission (Pra) risk model and a modified version (incorporating a multimorbidity measure) in predicting emergency admission in older community-dwelling people. SETTING: 15 general practices (GPs) in the Republic of Ireland. PARTICIPANTS: n=862, ≥70 years, community-dwelling people prospectively followed up for 2 years (2010–2012). Exposure: Pra risk model (original and modified) calculated for baseline year where ≥0.5 denoted high risk (patient questionnaire, GP medical record review) of future emergency admission. PRIMARY OUTCOME: Emergency admission over 1 year (GP medical record review). Statistical analysis: descriptive statistics, model discrimination (c-statistic) and calibration (Hosmer-Lemeshow statistic). RESULTS: Of 862 patients, a total of 154 (18%) had ≥1 emergency admission(s) in the follow-up year. 63 patients (7%) were classified as high risk by the original Pra and of these 26 (41%) were admitted. The modified Pra classified 391 (45%) patients as high risk and 103 (26%) were subsequently admitted. Both models demonstrated only poor discrimination (original Pra: c-statistic 0.65 (95% CI 0.61 to 0.70); modified Pra: c-statistic 0.67 (95% CI 0.62 to 0.72)). When categorised according to risk-category model, specificity was highest for the original Pra at cut-point of ≥0.5 denoting high risk (95%), and for the modified Pra at cut-point of ≥0.7 (95%). Both models overestimated the number of admissions across all risk strata. CONCLUSIONS: While the original Pra model demonstrated poor discrimination, model specificity was high and a small number of patients identified as high risk. Future validation studies should examine higher cut-points denoting high risk for the modified Pra, which has practical advantages in terms of application in GP. The original Pra tool may have a role in identifying higher-risk community-dwelling older people for inclusion in future trials aiming to reduce emergency admissions.
format Online
Article
Text
id pubmed-5128991
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher BMJ Publishing Group
record_format MEDLINE/PubMed
spelling pubmed-51289912016-12-02 External validation of the Probability of repeated admission (Pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study Wallace, Emma McDowell, Ronald Bennett, Kathleen Fahey, Tom Smith, Susan M BMJ Open General practice / Family practice OBJECTIVES: Emergency admission is associated with the potential for adverse events in older people and risk prediction models are available to identify those at highest risk of admission. The aim of this study was to externally validate and compare the performance of the Probability of repeated admission (Pra) risk model and a modified version (incorporating a multimorbidity measure) in predicting emergency admission in older community-dwelling people. SETTING: 15 general practices (GPs) in the Republic of Ireland. PARTICIPANTS: n=862, ≥70 years, community-dwelling people prospectively followed up for 2 years (2010–2012). Exposure: Pra risk model (original and modified) calculated for baseline year where ≥0.5 denoted high risk (patient questionnaire, GP medical record review) of future emergency admission. PRIMARY OUTCOME: Emergency admission over 1 year (GP medical record review). Statistical analysis: descriptive statistics, model discrimination (c-statistic) and calibration (Hosmer-Lemeshow statistic). RESULTS: Of 862 patients, a total of 154 (18%) had ≥1 emergency admission(s) in the follow-up year. 63 patients (7%) were classified as high risk by the original Pra and of these 26 (41%) were admitted. The modified Pra classified 391 (45%) patients as high risk and 103 (26%) were subsequently admitted. Both models demonstrated only poor discrimination (original Pra: c-statistic 0.65 (95% CI 0.61 to 0.70); modified Pra: c-statistic 0.67 (95% CI 0.62 to 0.72)). When categorised according to risk-category model, specificity was highest for the original Pra at cut-point of ≥0.5 denoting high risk (95%), and for the modified Pra at cut-point of ≥0.7 (95%). Both models overestimated the number of admissions across all risk strata. CONCLUSIONS: While the original Pra model demonstrated poor discrimination, model specificity was high and a small number of patients identified as high risk. Future validation studies should examine higher cut-points denoting high risk for the modified Pra, which has practical advantages in terms of application in GP. The original Pra tool may have a role in identifying higher-risk community-dwelling older people for inclusion in future trials aiming to reduce emergency admissions. BMJ Publishing Group 2016-11-14 /pmc/articles/PMC5128991/ /pubmed/28186935 http://dx.doi.org/10.1136/bmjopen-2016-012336 Text en Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://www.bmj.com/company/products-services/rights-and-licensing/ This is an Open Access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/
spellingShingle General practice / Family practice
Wallace, Emma
McDowell, Ronald
Bennett, Kathleen
Fahey, Tom
Smith, Susan M
External validation of the Probability of repeated admission (Pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study
title External validation of the Probability of repeated admission (Pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study
title_full External validation of the Probability of repeated admission (Pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study
title_fullStr External validation of the Probability of repeated admission (Pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study
title_full_unstemmed External validation of the Probability of repeated admission (Pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study
title_short External validation of the Probability of repeated admission (Pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study
title_sort external validation of the probability of repeated admission (pra) risk prediction tool in older community-dwelling people attending general practice: a prospective cohort study
topic General practice / Family practice
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5128991/
https://www.ncbi.nlm.nih.gov/pubmed/28186935
http://dx.doi.org/10.1136/bmjopen-2016-012336
work_keys_str_mv AT wallaceemma externalvalidationoftheprobabilityofrepeatedadmissionprariskpredictiontoolinoldercommunitydwellingpeopleattendinggeneralpracticeaprospectivecohortstudy
AT mcdowellronald externalvalidationoftheprobabilityofrepeatedadmissionprariskpredictiontoolinoldercommunitydwellingpeopleattendinggeneralpracticeaprospectivecohortstudy
AT bennettkathleen externalvalidationoftheprobabilityofrepeatedadmissionprariskpredictiontoolinoldercommunitydwellingpeopleattendinggeneralpracticeaprospectivecohortstudy
AT faheytom externalvalidationoftheprobabilityofrepeatedadmissionprariskpredictiontoolinoldercommunitydwellingpeopleattendinggeneralpracticeaprospectivecohortstudy
AT smithsusanm externalvalidationoftheprobabilityofrepeatedadmissionprariskpredictiontoolinoldercommunitydwellingpeopleattendinggeneralpracticeaprospectivecohortstudy