Evidence map›Paper›PMID 36101942›Full record

ArticleDevelopmental science2023

Literacy skills seem to fuel literacy enjoyment, rather than vice versa.

Elsje van Bergen, Sara A Hart, Antti Latvala, Eero Vuoksimaa, Asko Tolvanen, Minna Torppa

Abstract read
In one paragraph

Article in Developmental science, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed, 1 pooled it
–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

11 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Trial
  3. Open science: My insights into data sharing, preregistration, and replication.Canadian journal of experimental psychology = Revue canadienne de psychologie experimentale · 2025
    Article
  4. Article
  5. Investigating Reading Enjoyment in Adults With Dyslexia.Dyslexia (Chichester, England) · 2025
    Article
  6. Review
  7. Predicting Reading Fluency Growth from Grade 2 to Age 23 with Parental and Child Factors.Scientific studies of reading : the official journal of the Society for the Scientific Study of Reading · 2024
    Article
  8. Article
  9. Article
  10. Article
  11. Article
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

6 authors.

Elsje van BergenDepartment of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.ORCID 0000-0002-5860-5745
Sara A HartDepartment of Psychology, Florida State University, Tallahassee, Florida, USA.ORCID 0000-0001-9793-0420
Antti LatvalaInstitute of Criminology and Legal Policy, University of Helsinki, Helsinki, Uusimaa, Finland.ORCID 0000-0001-5695-117X
Eero VuoksimaaInstitute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Uusimaa, Finland.ORCID 0000-0002-6534-3667
Asko TolvanenMethodology Center for Human Sciences, University of Jyväskylä, Jyvaskyla, Keski-Suomi, Finland.ORCID 0000-0001-6430-8897
Minna TorppaDepartment of Teacher Education, University of Jyväskylä, Jyvaskyla, Keski-Suomi, Finland.ORCID 0000-0003-3834-9892

Funding

THE FLORIDA LONGITUDINAL STUDYP50HD052120 · NICHD · FLORIDA STATE UNIVERSITY · PI CHRIS W SCHATSCHNEIDER · 2006 to 2026
$31.7M
Assessing the links between risk factors, COVID-19 impacts, and reading skillsR01HD109292 · NICHD · FLORIDA STATE UNIVERSITY · PI Sara Ann Hart, Callie Little · 2022 to 2026
$2.9M
ADOLESCENT ALCOHOL ABUSE: A TWIN-STUDY PERSPECTIVER37AA012502 · NIAAA · TRUSTEES OF INDIANA UNIVERSITY · PI ROSE, RICHARD JOSEPH · 2000 to 2009
$2.9M
Adolescent Alcohol Abuse: A Twin-Study PerspectiveR01AA012502 · NIAAA · TRUSTEES OF INDIANA UNIVERSITY · PI ROSE, RICHARD JOSEPH · 2013 to 2017
$1.2M
USE &ABUSE OF ALCOHOL--A BEHAVIOR-GENETICS PERSPECTIVEK05AA000145 · NIAAA · INDIANA UNIVERSITY BLOOMINGTON · PI ROSE, RICHARD JOSEPH · 1992 to 1996
–
BEHAVIORAL PRECURSORS OF ALCOHOLISM--TWIN FAMILY STUDIESR01AA009203 · NIAAA · INDIANA UNIVERSITY BLOOMINGTON · PI ROSE, RICHARD JOSEPH · 1994 to 1998
–
NIAAA NIH HHS K05 AA000145NIAAA NIH HHS R01 AA009203NIAAA NIH HHS R01 AA012502NIAAA NIH HHS R37 AA012502NICHD NIH HHS P50 HD052120NICHD NIH HHS R01 HD109292ZonMw 531003014
6 · The paper itself

Abstract

Children who like to read and write tend to be better at it. This association is typically interpreted as enjoyment impacting engagement in literacy activities, which boosts literacy skills. We fitted direction-of-causation models to partial data of 3690 Finnish twins aged 12. Literacy skills were rated by the twins' teachers and literacy enjoyment by the twins themselves. A bivariate twin model showed substantial genetic influences on literacy skills (70%) and literacy enjoyment (35%). In both skills and enjoyment, shared-environmental influences explained about 20% in each. The best-fitting direction-of-causation model showed that skills impacted enjoyment, while the influence in the other direction was zero. The genetic influences on skills influenced enjoyment, likely via the skills→enjoyment path. This indicates an active gene-environment correlation: children with an aptitude for good literacy skills are more likely to enjoy reading and seek out literacy activities. To a lesser extent, it was also the shared-environmental influences on children's skills that propagated to influence children's literacy enjoyment. Environmental influences that foster children's literacy skills (e.g., families and schools), also foster children's love for reading and writing. These findings underline the importance of nurturing children's literacy skills. HIGHLIGHTS: It's known that how much children enjoy reading and writing and how good they are at it correlates ∼0.30, but causality remains unknown. We tested the direction of causation in 3690 twins aged 12. Literacy skills impacted literacy enjoyment, but not the other way around. Genetics influence children's literacy skills and how much they like and choose to read and write, indicating genetic niche picking.

Indexed as

AptitudeLiteracyChildHumansPleasureReadingTwinscausalityheritabilityliteracy enjoymentliteracy skillsprint exposurereading ability

Identifiers

PMID36101942
PMCPMC10008752

What OpenQuestion holds

Textmetadata
LicenceTDM
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.