The ageing population imposes increasing pressure on healthcare systems, requiring more extensive care for older people and early identification of frail individuals to reduce the risk of adverse health events. The aim of this work is to develop an indicator to assess the frailty level of each individual using the administrative health database of ULSS6 Euganea, an Italian healthcare local authority. Given the multidimensional nature of frailty, a multi-outcome approach has been adopted, considering six outcomes: death, emergency room visits with a red code, hip fracture, hospitalization, disability, and dementia. After selecting a subgroup of frailty determinants for each adverse event using gradient boosting approach, six classification rules were estimated through outcome-specific logistic regression models. The frailty indicator was created by combining these classification rules, weighted according to their individual predictive capacity. The indicator shows good performance across all outcomes and allows for the use of different subgroups of frailty determinants specific to each outcome, including the subject’s gender, a factor excluded in other indicators already known in the literature.

Cisotto, E., Donno, A., Cavrini, G., Boccuzzo, G., Social Frailty and Healthcare Utilization Among Community-Dwelling Older Adultsin Europe, in IES 2025 - Innovation & Society: Statistics and Data Science for Evaluation and Quality. BOOK OF SHORT PAPERS, (Bressanone (BZ), 25-27 June 2025), Coop. Libraria Editrice Università di Padova, Padova 2025: 147-154 [https://hdl.handle.net/10807/322721]

Social Frailty and Healthcare Utilization Among Community-Dwelling Older Adults in Europe

Cisotto, Elisa
Primo
;
2025

Abstract

The ageing population imposes increasing pressure on healthcare systems, requiring more extensive care for older people and early identification of frail individuals to reduce the risk of adverse health events. The aim of this work is to develop an indicator to assess the frailty level of each individual using the administrative health database of ULSS6 Euganea, an Italian healthcare local authority. Given the multidimensional nature of frailty, a multi-outcome approach has been adopted, considering six outcomes: death, emergency room visits with a red code, hip fracture, hospitalization, disability, and dementia. After selecting a subgroup of frailty determinants for each adverse event using gradient boosting approach, six classification rules were estimated through outcome-specific logistic regression models. The frailty indicator was created by combining these classification rules, weighted according to their individual predictive capacity. The indicator shows good performance across all outcomes and allows for the use of different subgroups of frailty determinants specific to each outcome, including the subject’s gender, a factor excluded in other indicators already known in the literature.
2025
Inglese
IES 2025 - Innovation & Society: Statistics and Data Science for Evaluation and Quality. BOOK OF SHORT PAPERS
2025 Conference of the 12th Scientific Meeting of the Statistics for the Evaluation and Quality of Services Group of the Italian Statistical Society (SVQS)
Bressanone (BZ)
25-giu-2025
27-giu-2025
978 88 5495 849 4
Coop. Libraria Editrice Università di Padova
Cisotto, E., Donno, A., Cavrini, G., Boccuzzo, G., Social Frailty and Healthcare Utilization Among Community-Dwelling Older Adultsin Europe, in IES 2025 - Innovation & Society: Statistics and Data Science for Evaluation and Quality. BOOK OF SHORT PAPERS, (Bressanone (BZ), 25-27 June 2025), Coop. Libraria Editrice Università di Padova, Padova 2025: 147-154 [https://hdl.handle.net/10807/322721]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10807/322721
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