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

样本量测定 诵读困难 严格标准化平均差 心理学 人口 治疗效果 统计能力 现存分类群 阅读(过程) 干预(咨询) 临床心理学 治疗组和对照组 临床研究设计 研究设计 认知心理学 荟萃分析 医学 统计 临床试验 精神科 数学 病理 语言学 环境卫生 哲学 生物 传统医学 进化生物学
作者
Enrico Toffalini,David Giofrè,Massimiliano Pastore,Barbara Carretti,Federica Fraccadori,Dénes Szűcs
出处
期刊:Behavior Research Methods [Springer Science+Business Media]
卷期号:53 (5): 1954-1972 被引量:31
标识
DOI:10.3758/s13428-021-01549-x
摘要

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.
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