Evidence map›Paper›PMID 40604745›Full record

Observational studyBMC public health2025

Use of Z-codes related to social determinants of health among adult inpatients in France: a nationwide study from 2014 to 2022.

Sara Fernandes, Vanessa Pauly, Sophie Klay, Veronica Orleans, Yann Brousse, Bach Tran, Masoud Rahmati, Dong Keon Yon, Lee Smith, Guillaume Fond and 5 more

Abstract readObservational Study
In one paragraph

Observational study in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

15 authors.

Sara FernandesCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France. sarah.fernandes@ap-hm.fr.
Vanessa PaulyCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Sophie KlayCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Veronica OrleansCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Yann BrousseCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Bach TranFaculty of Public Health, VNU University of Medicine and Pharmacy, Vietnam National University, Hanoi (VNU-UMP), 100000, Vietnam.
Masoud RahmatiCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Dong Keon YonCenter for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, Seoul, South Korea.
Lee SmithCentre for Health, Performance and Wellbeing, Anglia Ruskin University, Cambridge, UK.
Guillaume FondCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Coralie LemoineCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Francois AntoniniCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Bastien BoussatDepartment of Clinical Epidemiology, Grenoble University Hospital, Grenoble Alps University, Grenoble, France.
Geoffray AgardCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.
Laurent BoyerCEReSS - Health Service Research and Quality of Life Center, Aix-Marseille University, Marseille, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHealth is shaped by a complex network of socio-economic, environmental and behavioral factors, known as social determinants of health (SDOH). SDOH can be optionally documented using Z codes from the International Classification of Diseases, Tenth Revision (ICD-10) in the French national hospital database. This study aimed to (a) describe the use of SDOH codes among adult inpatients in France in 2022, and temporal trends from 2014 to 2022; and (b) identify the characteristics of hospital stays associated with the presence of SDOH codes.

methodsWe conducted a nationwide retrospective, cross-sectional, observational study using the French national hospital database. All stays for patients aged 18 years or older in acute care hospitals between 2014 and 2022 were included. The outcome was the presence of at least one SDOH code (Z55-Z75). Temporal trends in the use of SDOH codes from 2014 to 2022 were analyzed using univariable linear regression. Univariable and multivariable mixed-effects models were used to identify characteristics of hospital stays associated with SDOH codes for the year 2022.

resultsFrom 2014 to 2022, 83,741,127 stays were identified, of which 6,321,390 (7.6%) had at least one SDOH code. Among 8.6 million hospital stays in 2022, 9.4% included an SDOH code, primarily documenting social conditions (6.5%), environmental (2.5%), and economic housing (1.2%) domains. There was an increase in the reporting SDOH codes from 2014 (5.0%) to 2022 (9.4%). In the multivariable analysis, the presence of at least one SDOH code was associated with female sex (adjusted odds ratio (aOR = 1.34, 95%CI [1.33;1.34]), being aged 65-74 years (aOR = 1.26 [1.25;1.28]) or older (aOR = 2.25 [2.40;2.45]) compared with the 18-34 age group, receiving social assistance, particularly state medical assistance (aOR = 4. 02 [3.93;4.11]), having comorbidities (1-2: aOR = 1.44 [1.43;1.45]; ≥3: aOR = 1.70 [1.69;1.71]), mental disorders (aOR = 3.44 [3.40;3.49]), and hospitalization in public hospitals, especially non-academic public hospitals (aOR = 7.19 [7.01;7.38]).

conclusionDespite the observed increase in SDOH coding between 2014 and 2022, our study suggests that their use remains limited in France. These findings highlight the need for a national strategy to promote systematic SDOH documentation and their integration into care, supported by adequate funding, ultimately fostering more equitable healthcare delivery that integrates medical and social needs into clinical practice.

Indexed as

InpatientsInternational Classification of DiseasesSocial Determinants of HealthAdolescentAdultAgedCross-Sectional StudiesFemaleFranceHospitalizationHumansMaleMiddle AgedRetrospective StudiesYoung AdultHealth services researchHospital fundingICD-10Social determinants of health

Identifiers

PMID40604745
PMCPMC12217902

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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 Socratic graph.