Evidence map›Paper›PMID 41501721›Full record

ArticleBMC health services research2026

Healthcare utilization and cost analysis by social determinants of health: a prospective cohort study in Catalonia, Spain.

Berta Rodoreda-Pallàs, Victoria Morín-Fraile, Aïna Fuster-Casanovas, Queralt Miró Catalina, Josep Vidal-Alaball, Eduard Velasco-Márquez, Laia Sola Reguant, Laia Musarra Carvajal, Gemma Mas Comas, Iris Lumillo-Gutierrez

Abstract read
In one paragraph

Article in BMC health services research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Berta Rodoreda-PallàsSantpedor Primary Care Centre, Gerència d'Atenció Primària i a la Comunitat de la Catalunya Central, Institut Català de la Salut, Departament de Salut, Santpedor, Spain. brodoreda.cc.ics@gencat.cat.ORCID http://orcid.org/0000-0002-9955-8578
Victoria Morín-FraileFaculty of Nursing, University of Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0002-7800-8091
Aïna Fuster-CasanovasUnitat de Recerca i Innovació, Gerència d'Atenció Primària i a la Comunitat de la Catalunya Central, Institut Català de la Salut, Departament de Salut, Institut Català de la Salut, Manresa, Spain.ORCID http://orcid.org/0000-0001-9128-9580
Queralt Miró CatalinaFundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina, Barcelona, Spain.ORCID http://orcid.org/0000-0001-7379-4671
Josep Vidal-AlaballFundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina, Barcelona, Spain.ORCID http://orcid.org/0000-0002-3527-4242
Eduard Velasco-MárquezFundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina, Barcelona, Spain.ORCID http://orcid.org/0009-0007-0941-978X
Laia Sola ReguantFundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina, Barcelona, Spain.ORCID http://orcid.org/0009-0009-3312-9197
Laia Musarra CarvajalSant Quirze de Besora Primary Care Centre, Gerència d'Atenció Primària i a la Comunitat de la Catalunya Central, Institut Català de la Salut, Departament de Salut, Sant Quirze de Besora, Spain.
Gemma Mas ComasSanta Eugènia de Berga Primary Care Centre, Gerència d'Atenció Primària i a la Comunitat de la Catalunya Central, Institut Català de la Salut, Departament de Salut, Santa Eugènia de Berga, Spain.
Iris Lumillo-GutierrezFundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina, Barcelona, Spain.ORCID http://orcid.org/0000-0002-4787-3939

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDespite growing recognition of social determinants of health (SDH), quantitative evidence comparing healthcare costs between individuals with and without adverse SDH remains limited. This study addresses this gap by providing a comprehensive cost analysis comparing resource utilization and direct healthcare expenditures between populations with social determinants and those without social determinants. METHODOLOGY: A prospective cohort study was conducted to evaluate costs by comparing individuals with unfavorable social determinants of health against those without such determinants. The study adopted a societal perspective, monitoring 638 participants over a 12-month period. A cost analysis was performed comparing basic resource utilization indicators and their associated direct costs between two groups: one comprising individuals with adverse social determinants of health (ySDH, n = 290) and another comprising those without such determinants (nSDH, n = 348). Resource utilization indicators examined included primary care visits by professional discipline, hospital-level diagnostic tests, specialist consultations, and pharmaceutical costs. Subgroup analyses examined heterogeneity by number of Z-codes, geographic location (urban/rural), and area-level socioeconomic index.

resultsSignificant differences in direct costs were observed between groups. Participants with adverse social determinants incurred 23.3% higher primary care costs (€1,015 vs €823 per person annually, p = 0.001) and higher total healthcare utilization (22.86 vs 18.34 visits per person). Pharmaceutical expenditure was significantly higher (€432 vs €268 per person), with notable differences in psycholeptics (46.2% vs 33.0%, p < 0.001), psychoanaleptics (30.1% vs 16.5%, p < 0.001), analgesics, antacids, anti-anemia preparations, and antiepileptic. Subgroup analyses revealed substantial heterogeneity within the ySDH population. Patients with multiple Z-codes demonstrated 39.4% higher costs than those with single Z-codes (€1,217 vs € 873, p = 0.001, Cohen’s d = 0.42). The highest-risk subgroup consisted of urban patients with multiple Z-codes (€1,337, n = 22), representing 62.7% higher costs than urban patients with single Z-codes. Healthcare utilization patterns differed by professional discipline: nursing visits were significantly higher among ySDH patients (11.88 vs 9.17 visits, p = 0.003), while physician visits showed no significant difference (8.81 vs 8.09, p = 0.186). Geographic analysis revealed no overall urban-rural cost differences (€1,031 vs €1,014, p = 0.776), suggesting equitable primary care access across Catalonia.

conclusionsIndividuals with social determinants of health incur substantially higher healthcare costs, with greatest burden among those with multiple social vulnerabilities in urban settings. Healthcare utilization patterns highlight nursing’s critical role in identifying and addressing social needs. Healthcare systems should implement systematic screening for social determinants, proactive case management for high-risk subgroups (particularly patients with multiple Z-codes in urban areas), integration of the biopsychosocial model into primary care workflows, and partnerships with community organizations to address underlying social conditions.

Indexed as

Health Care CostsHealth ExpendituresPatient Acceptance of Health CareSocial Determinants of HealthAdultAgedCosts and Cost AnalysisFemaleHumansMaleMiddle AgedPrimary Health CareProspective StudiesSocioeconomic Disparities in HealthSocioeconomic FactorsSpainCohort studyHealthcare costsHealthcare utilizationPrimary careSocial determinants of healthSocioeconomic factors

Identifiers

PMID41501721
PMCPMC12870501

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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 Socratic graph.