Dyslexia treatment studies: A systematic review and suggestions on testing treatment efficacy with small effects and small samples.

Design analysis Dyslexia Meta-analysis Mixed-effects modelling Treatment efficacy

Journal

Behavior research methods
ISSN: 1554-3528
Titre abrégé: Behav Res Methods
Pays: United States
ID NLM: 101244316

Informations de publication

Date de publication:
10 2021
Historique:
accepted: 20 01 2021
pubmed: 12 3 2021
medline: 21 10 2021
entrez: 11 3 2021
Statut: ppublish

Résumé

Poor response to treatment is a defining characteristic of reading disorder. In the present systematic review and meta-analysis, we found that the overall average effect size for treatment efficacy was modest, with a mean standardized difference of 0.38. Small true effects, combined with the difficulty to recruit large samples, seriously challenge researchers planning to test treatment efficacy in dyslexia and potentially in other learning disorders. Nonetheless, most published studies claim effectiveness, generally based on liberal use of multiple testing. This inflates the risk that most statistically significant results are associated with overestimated effect sizes. To enhance power, we propose the strategic use of repeated measurements with mixed-effects modelling. This novel approach would enable us to estimate both individual parameters and population-level effects more reliably. We suggest assessing a reading outcome not once, but three times, at pre-treatment and three times at post-treatment. Such design would require only modest additional efforts compared to current practices. Based on this, we performed ad hoc a priori design analyses via simulation studies. Results showed that using the novel design may allow one to reach adequate power even with low sample sizes of 30-40 participants (i.e., 15-20 participants per group) for a typical effect size of d = 0.38. Nonetheless, more conservative assumptions are warranted for various reasons, including a high risk of publication bias in the extant literature. Our considerations can be extended to intervention studies of other types of neurodevelopmental disorders.

Identifiants

pubmed: 33694077
doi: 10.3758/s13428-021-01549-x
pii: 10.3758/s13428-021-01549-x
pmc: PMC8516770
doi:

Types de publication

Journal Article Meta-Analysis Research Support, Non-U.S. Gov't Systematic Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

1954-1972

Informations de copyright

© 2021. The Author(s).

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Auteurs

Enrico Toffalini (E)

Department of General Psychology, University of Padua, Via Venezia, 8, 35131, Padua, PD, Italy. enrico.toffalini@unipd.it.

David Giofrè (D)

DISFOR, University of Genoa, Genova, Italy.

Massimiliano Pastore (M)

Department of Developmental Psychology and Socialisation, University of Padua, Padova, Italy.

Barbara Carretti (B)

Department of General Psychology, University of Padua, Via Venezia, 8, 35131, Padua, PD, Italy.

Federica Fraccadori (F)

Department of General Psychology, University of Padua, Via Venezia, 8, 35131, Padua, PD, Italy.

Denes Szűcs (D)

Department of Psychology, Centre for Neuroscience in Education, University of Cambridge, Cambridge, UK.

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