Evidence map›Paper›PMID 37169500›Full record

ArticleBMJ open2023

Latent classes of unhealthy behaviours and their associations with subsequent sickness absence: a prospective register-linkage study among Finnish young and early midlife employees.

Jatta Salmela, Jouni Lahti, Noora Kanerva, Ossi Rahkonen, Anne Kouvonen, Tea Lallukka

Abstract read
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Article in BMJ open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

8 citing papers in PubMed.

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  4. How and when do work stressors and peer norms impact career entrants' alcohol-related behavior and its consequences?Human relations; studies towards the integration of the social sciences · 2025
    Article
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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Jatta SalmelaDepartment of Public Health, Faculty of Medicine, University of Helsinki, Helsinki, Finland jatta.salmela@helsinki.fi.ORCID 0000-0001-7880-834X
Jouni LahtiDepartment of Public Health, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Noora KanervaDepartment of Food and Nutrition, Faculty of Agriculture and Forestry, University of Helsinki, Helsinki, Finland.
Ossi RahkonenDepartment of Public Health, Faculty of Medicine, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-7202-3274
Anne KouvonenFaculty of Social Sciences, University of Helsinki, Helsinki, Finland.ORCID 0000-0001-6997-8312
Tea LallukkaDepartment of Public Health, Faculty of Medicine, University of Helsinki, Helsinki, Finland.ORCID 0000-0003-3841-3129

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesUnhealthy behaviours are associated with increased sickness absence (SA), but few studies have considered person-oriented approach in these associations. Using latent class analysis, we examined clustering of unhealthy behaviours among Finnish municipal employees and their associations with subsequent SA.

designA prospective register-linkage study.

settingUnhealthy behaviours (low leisure-time physical activity, non-daily fruit and vegetable consumption, insufficient sleep, excessive alcohol use and tobacco use) were derived from the Helsinki Health Study questionnaire survey, collected in 2017 among 19- to 39-year-old employees of the City of Helsinki, Finland.

participantsA total of 4002 employees (81% women) of the City of Helsinki, Finland. PRIMARY OUTCOME MEASURES: The questionnaire data were prospectively linked to employer's SA register through March 2020. Associations between latent classes of unhealthy behaviours and subsequent SA (1-7 days/8+ days/all lengths) were examined using negative binomial regression.

resultsAmong women, a three-class latent class model was selected: (1) few unhealthy behaviours (84%), (2) excessive alcohol and tobacco use (12%) and (3) several unhealthy behaviours (5%). Women belonging to classes 2 and 3 had increased SA rates compared with those in class 1, regardless of the length of SA spells. Among men, a 2-latent class model was selected: (1) few unhealthy behaviours (53%) and (2) several unhealthy behaviours (47%). Men belonging to class 2 had increased rates of 1-7 days' SA compared with men in class 1.

conclusionsThis study suggests that preventive actions aiming to reduce employees' SA should consider simultaneously several unhealthy behaviours. Targeted interventions may benefit of identifying the clustering of these behaviours among occupational groups.

Indexed as

Sick LeaveTobacco UseAdultFemaleFinlandHealth SurveysHumansMaleProspective StudiesSurveys and QuestionnairesYoung Adultepidemiologic studiesoccupational & industrial medicinepreventive medicinepublic health

Identifiers

PMID37169500
PMCPMC10186467

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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.