Evidence map›Paper›PMID 41851868›Full record

ArticleBMC public health2026

DAGIS Salo cohort profile: a longitudinal and cross-sectional study to identify environmental and individual factors linked to health behaviours, recovery from stress, weight and learning outcomes among Finnish schoolchildren.

Josefine Kailaheimo-Björkqvist, Henna Vepsäläinen, Jonna Kesäläinen, Reetta Lehto, Henna Launistola, Jenna Rahkola, Satu Kinnunen, Emmi Tilli, Nanna Wackström, Nithya Serasinghe and 6 more

Abstract read
In one paragraph

Article in BMC public health, 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

16 authors.

Josefine Kailaheimo-BjörkqvistFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.ORCID http://orcid.org/0000-0002-5992-1758
Henna VepsäläinenDepartment of Food and Nutrition, University of Helsinki, P.O. Box 66, Helsinki, 00014, Finland.
Jonna KesäläinenSchool of Applied Educational Science and Teacher Education, University of Eastern Finland, P.O. Box 111, Joensuu, 80101, Finland.
Reetta LehtoFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.
Henna LaunistolaFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.
Jenna RahkolaFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.
Satu KinnunenDepartment of Food and Nutrition, University of Helsinki, P.O. Box 66, Helsinki, 00014, Finland.
Emmi TilliFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.
Nanna WackströmFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.
Nithya SerasingheFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.
Idil MuhumedDepartment of Food and Nutrition, University of Helsinki, P.O. Box 66, Helsinki, 00014, Finland.
Ossian KlingstedtFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.
Eva RoosFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland.
Nina SajaniemiSchool of Applied Educational Science and Teacher Education, University of Eastern Finland, P.O. Box 111, Joensuu, 80101, Finland.
Maijaliisa ErkkolaDepartment of Food and Nutrition, University of Helsinki, P.O. Box 66, Helsinki, 00014, Finland.
Carola RayFolkhälsan Research Center, Topeliuksenkatu 20, Helsinki, 00250, Finland. Carola.Ray@helsinki.fi.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe global prevalence of childhood obesity has increased significantly, with World Health Organisation emphasising the importance of early childhood for promoting healthy growth and development. In Finland, 29% of boys and 18% of girls aged 2–16 years are living with overweight or obesity. The DAGIS Intervention in 2017–2018 in Southwest Finland aimed to promote healthy energy-balance related behaviours (EBRBs) and self-regulation skills in early childhood education and family settings, hypothesising that improvements would reduce overweight prevalence, increase well-being, and enhance learning outcomes in pre-adolescence. DAGIS Salo is a follow-up study of the DAGIS Intervention, with parallel recruitment of a new cross-sectional sample. This paper describes the DAGIS Salo cohort profile, covering study design, recruitment, measurements, data processing and participant characteristics.

methodsThe DAGIS Salo study (2023–2024) consisted of a larger cross-sectional sample and, within it, a six-year follow-up sample from the DAGIS Intervention. All primary schoolchildren in grades 3–6 in Salo municipality in Southwest Finland and their caregivers were invited to participate, regardless of participation in the DAGIS Intervention. Schoolchildren provided information on movement behaviours (accelerometry), screen use, food consumption, psychosocial well-being, and recovery from stress (heart rate variability). Trained data collectors measured schoolchildren’s anthropometrics and administered learning tests. Caregivers provided information on physical and social home environment and child temperament. School and food service personnel provided information on the school environment.

resultsThe DAGIS Salo cohort consists of 540 schoolchildren (27% of eligible participants), including the DAGIS Intervention follow-up sample of 207 schoolchildren (31% of participants from the DAGIS Intervention). The average age of schoolchildren in the cohort was 11 (± 1.15) years and 54% of participants were girls.

conclusionThe DAGIS Salo study utilised a longitudinal and cross-sectional design, objective measures and validated instruments, and multiple perspectives to examine physical and social environments that influence schoolchildren’s health and behaviour. Study findings can advance equity in schoolchildren’s health, well-being and learning by identifying modifiable factors within early childhood education, home and school environments, to better support EBRBs, well-being and learning of those who need it most.

trial registrationISRCTN57165350 (8 January 2015).

Indexed as

Body WeightHealth BehaviorHealth PromotionLearningPediatric ObesityStress, PsychologicalAdolescentChildCross-Sectional StudiesFemaleFinlandFollow-Up StudiesHumansLongitudinal StudiesMaleAdolescentChildrenFood intakeIntervention follow-upMental healthPhysical activityPreschoolScreen timeSleepSocioeconomic status

Identifiers

PMID41851868
PMCPMC13123094

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.