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ORIGINAL RESEARCH article

Front. Med.

Sec. Geriatric Medicine

This article is part of the Research TopicFrom Vulnerability to Vigor: Innovative Approaches in Frailty and Healthy AgingView all 8 articles

Identifying Core Adverse Health Outcomes for Frailty Assessment in Older Adults using Administrative Data

Provisionally accepted
Margherita  SilanMargherita Silan*Maurizio  NicolaioMaurizio NicolaioErika  BanzatoErika BanzatoGiovanna  BoccuzzoGiovanna Boccuzzo
  • Department of Statistical Sciences, University of Padova, Padova, Italy

The final, formatted version of the article will be published soon.

Objectives: Measurement of frailty can be based on the ability to predict adverse health outcomes. Although frailty research is progressing rapidly, a unique work that analyzes together outcomes related to frailty condition is still lacking in literature. This article aims to fill this gap, selecting a parsimonious set of outcomes relevant in frailty studies that exploit administrative healthcare data. Methods: Starting with an extensive literature review, we identified several health outcomes that can be measured with administrative healthcare databases. We computed the prevalence and correlation of these outcomes in a local health unit in North-East Italy. We performed a factor analysis and estimated a graphical model to examine the conditional independence relationships between the outcomes. Results: Our analysis revealed two primary outcome groups: adverse events (characterized by various forms of hospital use) and adverse conditions (such as dementia and disability). Femur fracture emerged as a distinct outcome, while death showed positive associations with all other outcomes. Considering overlaps and relationships, we selected a core set of six representative outcomes: death, high priority access to the emergency room, femur fracture, hospitalization, disability, and dementia. Conclusion: This study identified six central and non-redundant adverse health outcomes related to frailty that can be easily derived from routinely available administrative healthcare data. These findings provide a methodologically grounded selection of outcomes that are clinically meaningful and feasible, offering a solid foundation for developing population-based frailty indices.

Keywords: Administrative healthcare data, Adverse health outcomes, Aging, factor analysis, Frailty, Graphical Models, outcome selection

Received: 02 Aug 2025; Accepted: 30 Nov 2025.

Copyright: © 2025 Silan, Nicolaio, Banzato and Boccuzzo. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Margherita Silan

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