Evidence map›Paper›PMID 38017572›Full record

ArticleJournal of pharmaceutical policy and practice2023

Differences in healthcare service utilization in patients with polypharmacy according to their risk level by adjusted morbidity groups: a population-based cross-sectional study.

Jaime Barrio-Cortes, Beatriz Benito-Sánchez, Ana Isabel Villimar-Rodriguez, Miguel Rujas, Peña Arroyo-Gallego, Jim Carlson, Beatriz Merino-Barbancho, Ana Roca-Umbert, Andrés Castillo-Sanz, Francisco Lupiáñez-Villanueva and 2 more

Open access · goldAbstract read
In one paragraph

Article in Journal of pharmaceutical policy and practice, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
1.2field-weighted citation impact, top 21% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 7 citations in OpenAlex.

  1. Article
  2. Rates of medical service utilisation in people with and without cancer: an Australian cohort study.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors at 6 institutions in 2 countries.

Jaime Barrio-CortesFoundation for Biosanitary Research and Innovation in Primary Care (FIIBAP), Ave. Reina Victoria, 21, 6Th Floor, 28003, Madrid, Spain.
Beatriz Benito-SánchezFoundation for Biosanitary Research and Innovation in Primary Care (FIIBAP), Ave. Reina Victoria, 21, 6Th Floor, 28003, Madrid, Spain. beatrizbenitosanch@salud.madrid.org.ORCID http://orcid.org/0000-0003-3036-3200
Ana Isabel Villimar-RodriguezPrimary Care Pharmacy, Care Management of the Central Territorial Area, Madrid Health Service, Madrid, Spain.
Miguel RujasTechnical University of Madrid (UPM), Madrid, Spain.
Peña Arroyo-GallegoTechnical University of Madrid (UPM), Madrid, Spain.
Jim CarlsonPredictby, Barcelona, Spain.
Beatriz Merino-BarbanchoTechnical University of Madrid (UPM), Madrid, Spain.
Ana Roca-UmbertPredictby, Barcelona, Spain.
Andrés Castillo-SanzFoundation for Research of Hospital Infantil Niño Jesús, Madrid, Spain.
Francisco Lupiáñez-VillanuevaPredictby, Barcelona, Spain.
Giuseppe FicoTechnical University of Madrid (UPM), Madrid, Spain.
Tomás Gómez-GascónFoundation for Biosanitary Research and Innovation in Primary Care (FIIBAP), Ave. Reina Victoria, 21, 6Th Floor, 28003, Madrid, Spain.
Universidad Politécnica de Madrid · ESPredict (France) · FRHospital Infantil Universitario Niño Jesús · ESInstituto de Salud Carlos III · ESMadrid Health Service · ESUniversidad Complutense de Madrid · ES

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPatients with polypharmacy suffer from complex medical conditions involving a large healthcare burden. This study aimed to describe the characteristics and utilization of primary care (PC) and hospital care (HC) and factors associated in chronic patients with polypharmacy, stratifying by adjusted morbidity groups (AMG) risk level, sex and age, and comparing with non-polypharmacy.

methodsCross-sectional study conducted in a Spanish basic healthcare area. Studied patients were those over 18 years with chronic diseases identified by the AMG tool from Madrid electronic clinical record, which was the data source. Sociodemographic, sociofunctional, clinical and healthcare utilization variables were described and compared by risk level, sex, age and having or not polypharmacy. Factors associated with healthcare utilization in polypharmacy patients were determined by a negative binomial regression model.

resultsIn the area studied, 61.3% patients had chronic diseases, of which 16.9% had polypharmacy vs. 83.1% without polypharmacy. Patients with polypharmacy (vs. non-polypharmacy) mean age was 82.7 (vs. 52.7), 68.9% (vs. 60.7%) were women, and 22.0% (vs. 1.2%) high risk. Their average number of chronic diseases was 4.8 (vs. 2.2), and 95.6% (vs. 56.9%) had multimorbidity. Their mean number of annual healthcare contacts was 30.3 (vs. 10.5), 25.9 (vs. 8.8) with PC and 4.4 (vs. 1.7) with HC. Factors associated with a greater PC utilization in patients with polypharmacy were elevated complexity, high risk level and dysrhythmia. Variables associated with a higher HC utilization were also increased complexity and high risk, in addition to male sex, being in palliative care, having a primary caregiver, suffering from neoplasia (specifically lymphoma or leukaemia) and arthritis, whereas older age and immobilization were negatively associated.

conclusionsPolypharmacy population compared to non-polypharmacy was characterized by a more advanced age, predominance of women, high-risk, complexity, numerous comorbidities, dependency and remarkable healthcare utilization. These findings could help healthcare policy makers to optimize the distribution of resources and professionals within PC and HC systems, aiming for the improvement of polypharmacy management and rational use of medicines while reducing costs attributed to healthcare utilization by these patients.

Indexed as

Chronic diseaseHealthcare utilizationHospital careManagementMorbidity grouperPolypharmacyPrimary careStratification

Identifiers

PMID38017572
PMCPMC10683272
OpenAlexW4389086876

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.