Evidence map›Paper›PMID 30691428›Full record

ArticleBMC public health2019

Identification of health-related behavioural clusters and their association with demographic characteristics in Irish university students.

Joseph J Murphy, Ciaran MacDonncha, Marie H Murphy, Niamh Murphy, Anna Timperio, Rebecca M Leech, Catherine B Woods

Open access · goldAbstract read
In one paragraph

Article in BMC public health, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing papers in PubMed
4.3field-weighted citation impact, top 6% 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

25 citing papers in PubMed, 50 citations in OpenAlex.

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  7. Predicting University Students' Stress Responses: The Role of Academic Stressors and Sociodemographic Variables.European journal of investigation in health, psychology and education · 2025
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  16. Determinants of Sleep Quality: A Cross-Sectional Study in University Students.International journal of environmental research and public health · 2023
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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

7 authors at 4 institutions in 3 countries.

Joseph J MurphyDepartment of Physical Education and Sport Sciences, University of Limerick, Castletroy, Limerick, Ireland. joey.murphy@ul.ie.ORCID http://orcid.org/0000-0003-4340-645X
Ciaran MacDonnchaDepartment of Physical Education and Sport Sciences, University of Limerick, Castletroy, Limerick, Ireland.
Marie H MurphySchool of Sport, Ulster University, Antrim, UK.
Niamh MurphyDepartment of Health, Sport and Exercise Science, Waterford Institute of Technology, Waterford, Ireland.
Anna TimperioInstitute of Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia.
Rebecca M LeechInstitute of Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia.
Catherine B WoodsDepartment of Physical Education and Sport Sciences, University of Limerick, Castletroy, Limerick, Ireland.
University of Limerick · IEDeakin University · AUUniversity of Ulster · GBWaterford Institute of Technology · IE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundStudents engage in risky health-related behaviours that influence their current and future health status. Health-related behaviours cluster among adults and differently based on sub-populations characteristics but research is lacking for university populations. Examining the clustering of health- related behaviours can inform our initiatives and strategies, while examining cluster members' characteristics can help target those who can prosper most from health promotion efforts. This study examines the clustering of health-related behaviours in Irish university students, and investigates the relationship with students' sex, age, field of study and accommodation type.

methodsAn online survey was completed by 5672 Irish university students (51.3% male; 21.60 ± 5.65 years) during 2014. Two-step cluster analysis was used to understand how health-related behaviours (physical activity, smoking, alcohol intake, drug use and dietary habits) cluster among male and female students. Binary logistic regressions were conducted to examine the likelihood of students falling into certain clusters based on their characteristics.

resultsFive cluster groups were identified in males and four in females. A quarter of males were categorised as ideal healthy with older students and those from certain fields of study having a higher likelihood of being classified in a low physical activity and poor diet (OR = 1.06-2.89), alcohol consumption (OR = 1.03-3.04), or smoking and drug use (OR = 1.06-2.73) cluster. Forty-five percent of females were categorised as ideal healthy with older females more likely to be in a low active and smoking cluster (OR = 1.03), and less likely to be in a convenience food cluster (OR = 0.96). Females from certain fields of study were also more likely to be classified in these clusters (OR = 1.59-1.76). Students living away from their family home had in increased likelihood of being in a cluster related to a higher frequency of alcohol consumption (OR = 1.72-3.05).

conclusionHealth-related behaviours cluster among this population and need to be taken into account when designing multi-health interventions and policies. These findings can be used to target student groups at risk, leading to more efficient and successful health promotion efforts. The addition of modules providing information regarding health-related behaviours are advised in all fields of study.

Indexed as

Health BehaviorAdolescentAdultAlcohol DrinkingCluster AnalysisExerciseFeeding BehaviorFemaleHumansIrelandMaleRisk FactorsSmokingStudentsSubstance-Related DisordersSurveys and QuestionnairesClusteringHealth-related behavioursUniversity students

Identifiers

PMID30691428
PMCPMC6350296
OpenAlexW2920638645

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.