Evidence map›Paper›PMID 41286789›Full record

Trial reportBMC public health2025

Investigating between-group effects of a physical activity intervention across the physical activity intensity spectrum using multivariate pattern analysis.

Eivind Aadland, Olav Martin Kvalheim, Elisabeth Straume Haugland, Kristoffer Buene Vabø, Katrine Nyvoll Aadland

Registry-linked trialAbstract readRandomized Controlled Trial
In one paragraph

Trial report in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04048967 (Active Learning Norwegian Preschool), which is not on this 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.

NCT04048967 nacompletednot on this map

Active Learning Norwegian Preschool(er)s

TypeinterventionalSponsorWestern Norway University of Applied SciencesRan2019 to 2022Enrolled1,265ConditionsPreschool Children's Physical Activity, Health and DevelopmentArmsProfessional development
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

5 authors.

Eivind AadlandFaculty of Education, Arts and Sports, Department of Sport, Food and Natural Sciences, Western Norway University of Applied Sciences, Campus Sogndal, Box 133, Sogndal, 6851, Norway. eivind.aadland@hvl.no.
Olav Martin KvalheimDepartment of Chemistry, University of Bergen, Box 7800, Bergen, 5020, Norway.
Elisabeth Straume HauglandFaculty of Education, Arts and Sports, Department of Sport, Food and Natural Sciences, Western Norway University of Applied Sciences, Campus Sogndal, Box 133, Sogndal, 6851, Norway.
Kristoffer Buene VabøFaculty of Education, Arts and Sports, Department of Sport, Food and Natural Sciences, Western Norway University of Applied Sciences, Campus Sogndal, Box 133, Sogndal, 6851, Norway.
Katrine Nyvoll AadlandFaculty of Education, Arts and Sports, Department of Sport, Food and Natural Sciences, Western Norway University of Applied Sciences, Campus Sogndal, Box 133, Sogndal, 6851, Norway.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEffects of physical activity (PA) interventions are evaluated in many settings, but novel methods are needed to determine effects of interventions across the PA intensity spectrum. The aim of this study was to test the applicability of multivariate pattern analysis to determine between-group effects of an intervention study across the PA intensity spectrum.

methodsA sample of 698 Norwegian preschool children (mean age 3.8 years) from the Active Learning Norwegian Preschool(er)s cluster randomized controlled trial provided data on PA (ActiGraph GT3X+) before and after short- (7 months) and/or long-term (18 months) follow-ups after a preschool PA intervention. Multivariate pattern analysis and linear mixed models were used to determine effects across the intensity spectrum using PA descriptors of different resolutions (4, 17 and 51 variables).

resultsHigher-resolution PA descriptors led to marginally better model fit than lower-resolution descriptors in multivariate pattern analysis (explained variances 1.27-3.59%). We detected significant standardized mean differences of ± 0.15-0.36, with results for multivariate pattern analysis and linear mixed models being comparable.

conclusionWe discuss applicability of these approaches for analysis of between-group effects on PA. We conclude that multivariate pattern analysis is a suitable analytic approach to evaluate between-group effect patterns across the PA intensity spectrum of intervention studies, but suggest it being a secondary approach for cluster trials given challenges of appropriately taking clustering into account.

trial registrationClinicaltrials.gov, identifier NCT04048967, registered August 7, 2019, ( https://clinicaltrials.gov/ct2/show/NCT04048967?term=actnow&rank=1 ).

Indexed as

ExerciseHealth PromotionChild, PreschoolFemaleHumansMaleMultivariate AnalysisNorwayAccelerometerChildrenCluster RCTMultivariate pattern analysisPreschoolers

Identifiers

PMID41286789
PMCPMC12763924

What Socratic holds

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Registered trials

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.