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Research

Factors affecting the likelihood of documented medication concerns in patients with multimorbidity: a cross-sectional study in primary care

Ileana Gefaell Larrondo, Alba Campillejo García, Almudena Castaño Reguillo, Miguel Rujas, Rodrigo Martín Gómez del Moral Herranz, Beatriz Merino-Barbancho, Jim Carlson, Ana Isabel Villimar-Rodriguez, Andrés Castillo Sanz, Giuseppe Fico and Jaime Barrio Cortes
BJGP Open 19 January 2026; BJGPO.2025.0243. DOI: https://doi.org/10.3399/BJGPO.2025.0243
Ileana Gefaell Larrondo
1 Federica Montseny Healthcare Centre, Primary Care Management, Madrid, Spain
2 Research Unit, Primary Care Management, Madrid, Spain
3 Gregorio Marañón Health Research Institute, Madrid, Spain
4 Research Network on Chronicity, Primary Healthcare and Prevention and Health Promotion, Carlos III Health Institute, Madrid, Spain
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Alba Campillejo García
5 Foundation for Biosanitary Research and Innovation in Primary Care (FIIBAP), Madrid, Spain
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Almudena Castaño Reguillo
6 Los Ángeles Healthcare Centre, Primary Care Management, Madrid, Spain
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Miguel Rujas
7 Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense, Madrid, Spain.
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  • ORCID record for Miguel Rujas
Rodrigo Martín Gómez del Moral Herranz
7 Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense, Madrid, Spain.
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Beatriz Merino-Barbancho
7 Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense, Madrid, Spain.
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Jim Carlson
8 PredictBy Research and Consulting, Predictby, Barcelona, Spain
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Ana Isabel Villimar-Rodriguez
9 Primary Care Pharmacy, Care Management of the Central Territorial Area, Madrid Health Service, Madrid, Spain
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Andrés Castillo Sanz
10 Niño Jesús University Children’s Hospital Foundation, Madrid, Spain
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Giuseppe Fico
7 Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense, Madrid, Spain.
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Jaime Barrio Cortes
3 Gregorio Marañón Health Research Institute, Madrid, Spain
4 Research Network on Chronicity, Primary Healthcare and Prevention and Health Promotion, Carlos III Health Institute, Madrid, Spain
5 Foundation for Biosanitary Research and Innovation in Primary Care (FIIBAP), Madrid, Spain
11 Faculty HM of Health Sciences, University Camilo José Cela (UCJC), Madrid, Spain
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Abstract

Background High-risk patients with chronic conditions in Primary Care often face medication-related problems. A significant but underexplored problem is the patient's medication concern, which may also impact treatment decisions and outcomes.

Aim This study aims to describe the characteristics of high-risk patients with chronic conditions in Madrid, Spain, who have documented medications concern and to analyze the associated factors.

Design & setting Descriptive cross-sectional study, conducted within the IMI-H2020 European BEAMER project, including all high-risk patients with chronic conditions in the Madrid region.

Method Patients were identified by the Adjusted Morbidity Groups stratification tool in Primary Care electronic clinical records. Variables included sociodemographic, clinical, and pharmacological, along with self-reported medication concerns. Univariate and bivariate analyses, and logistic regression models, were performed with medication concern as the dependent variable.

Results In all, 40 776 (28.56%) reported medication concern. Patients with medication concern were older (84.64 vs 72.69 years), had more chronic conditions (7 vs 6) and medications (9.7 vs 8.7). They were more likely to live alone (8.5% vs 2.7%) and showed higher dependency. Older age OR 11.0 (95%CI:5.4-22.3; P-value<0.001), polypharmacy OR 3.2 (95%CI:3.1-3.3; P-value<0.001), living alone OR 1.5 (95%CI: 1.4-1.6; P-value<0.001), Parkinson’s OR 1.3 (95%CI: 1.2-1.4; P-value<0.001); chronic pain OR 1.6 (95%CI:1.2-2.1; P-value=0.001), and cardiovascular risk factors OR 1.2 (95%CI: 1.1-1.3; P-value=0.001) were associated with medication concern.

Conclusion Age, polypharmacy, multimorbidity, and social isolation are predictors of medication concern in high-risk chronic patients in Primary Care. Addressing psychological barriers, simplifying treatment, and strengthening social support through tailored interventions could decrease medication concerns.

  • Polypharmacy
  • Expression of concern
  • Multimorbidity
  • Received November 4, 2025.
  • Accepted November 11, 2025.
  • Copyright © 2026, The Authors

This article is Open Access: CC BY license (https://creativecommons.org/licenses/by/4.0/)

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Accepted Manuscript
Factors affecting the likelihood of documented medication concerns in patients with multimorbidity: a cross-sectional study in primary care
Ileana Gefaell Larrondo, Alba Campillejo García, Almudena Castaño Reguillo, Miguel Rujas, Rodrigo Martín Gómez del Moral Herranz, Beatriz Merino-Barbancho, Jim Carlson, Ana Isabel Villimar-Rodriguez, Andrés Castillo Sanz, Giuseppe Fico, Jaime Barrio Cortes
BJGP Open 19 January 2026; BJGPO.2025.0243. DOI: 10.3399/BJGPO.2025.0243

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Accepted Manuscript
Factors affecting the likelihood of documented medication concerns in patients with multimorbidity: a cross-sectional study in primary care
Ileana Gefaell Larrondo, Alba Campillejo García, Almudena Castaño Reguillo, Miguel Rujas, Rodrigo Martín Gómez del Moral Herranz, Beatriz Merino-Barbancho, Jim Carlson, Ana Isabel Villimar-Rodriguez, Andrés Castillo Sanz, Giuseppe Fico, Jaime Barrio Cortes
BJGP Open 19 January 2026; BJGPO.2025.0243. DOI: 10.3399/BJGPO.2025.0243
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Keywords

  • Polypharmacy
  • Expression of concern
  • Multimorbidity

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