Evidence map›Paper›PMID 34275658›Full record

ArticleThe Journal of adolescent health : official publication of the Society for Adolescent Medicine2021

Using Latent Class Analysis to Explore Complex Associations Between Socioeconomic Status and Adolescent Health and Well-Being.

Emily Lowthian, Nicholas Page, G J Melendez-Torres, Simon Murphy, Gillian Hewitt, Graham Moore

Open access · hybridAbstract read
In one paragraph

Article in The Journal of adolescent health : official publication of the Society for Adolescent Medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed, 1 pooled it
2.2field-weighted citation impact, top 11% 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

13 citing papers in PubMed, 1 synthesis or guideline pooled it, 31 citations in OpenAlex.

  1. Inequalities in Exclusively Mobile Interventions Targeting Weight-Related Behaviors: Systematic Review of Observational Studies.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2026
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors at 3 institutions in 1 country.

Emily LowthianPopulation Data Science, Swansea University Medical School, Swansea, UK; DECIPHer, School of Social Sciences, Cardiff University, Cardiff, UK. Electronic address: e.m.lowthian@swansea.ac.uk.
Nicholas PageDECIPHer, School of Social Sciences, Cardiff University, Cardiff, UK.
G J Melendez-TorresSouth Cloisters, University of Exeter Medical School, Exeter, UK.
Simon MurphyDECIPHer, School of Social Sciences, Cardiff University, Cardiff, UK; Wolfson Centre for Young People's Mental Health, Cardiff University, Cardiff, UK.
Gillian HewittDECIPHer, School of Social Sciences, Cardiff University, Cardiff, UK.
Graham MooreDECIPHer, School of Social Sciences, Cardiff University, Cardiff, UK; Wolfson Centre for Young People's Mental Health, Cardiff University, Cardiff, UK.
Cardiff University · GBSwansea University · GBUniversity of Exeter · GB

Funding

Medical Research Council MR/K023233/1Medical Research Council MR/L002787/1Wellcome Trust
6 · The paper itself

Abstract

purposeResearch demonstrates a strong socioeconomic gradient in health and well-being. However, many studies rely on unidimensional measures of socioeconomic status (SES) (e.g. educational qualifications, household income), and there is often a more limited consideration of how facets of SES combine to impact well-being. This paper develops a multidimensional measure of SES, drawing on family and school-level factors, to provide more nuanced understandings of socioeconomic patterns in adolescent substance use and mental well-being.

methodsData from the Student Health and Wellbeing Survey from Wales, UK was employed. The sample compromised 22,372 students and we used latent class analysis to identify distinct groups using three measures of SES. These classes were then used to estimate mental well-being, internalizing symptoms, and substance use.

resultsThe five-class solution offered the best fit. Findings indicated distinct classes of families as follows: "nonworking," "deprived working families," "affluent families in deprived schools," "lower affluence," and "higher affluence." There was a clear relationship among the classes and mental well-being, internalizing symptoms, smoking, and cannabis use; alcohol was the exception to this.

conclusionsThe identification of these classes led to a fuller understanding of the health and well-being effects of SES, showing clearer patterning in health behaviors that often is not captured in research. The implications for adolescent health and well-being are discussed, including considerations for future research.

Indexed as

Adolescent HealthSocial ClassAdolescentHumansLatent Class AnalysisSmokingSocioeconomic FactorsLatent class analysisMental healthSocioeconomic statusSubstance use

Identifiers

PMID34275658
PMCPMC9225957
OpenAlexW3184176527

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.