2026-05-30T15:50:17Zhttps://riuma.uma.es/rest/oai/requestoai:riuma.uma.es:10630/284312026-02-03T11:00:34Zcom_10630_2254col_10630_37953
RIUMA. Repositorio Institucional de la Universidad de Málaga
author
Bono Cabré, Roser
author
Alarcón-Postigo, Rafael
author
Blanca-Mena, María José
2023-12-21T08:20:57Z
2023-12-21T08:20:57Z
2021-04-22
Bono, R., Alarcón, R., & Blanca, M. J. (2021). Report Quality of Generalized Linear Mixed Models in Psychology: A Systematic Review. Frontiers in Psychology, 12:666182. https://doi.org/10.3389/fpsyg.2021.666182.
https://hdl.handle.net/10630/28431
10.3389/fpsyg.2021.666182
Generalized linear mixed models (GLMMs) estimate fixed and random effects and are especially useful when the dependent variable is binary, ordinal, count or quantitative but not normally distributed. They are also useful when the dependent variable involves repeated measures, since GLMMs can model autocorrelation. This study aimed to determine how and how often GLMMs are used in psychology and to summarize how the information about them is presented in published articles. Our focus in this respect was mainly on frequentist models. In order to review studies applying GLMMs in psychology we searched the Web of Science for articles published over the period 2014–2018. A total of 316 empirical articles were selected for trend study from 2014 to 2018. We then conducted a systematic review of 118 GLMM analyses from 80 empirical articles indexed in Journal Citation Reports during 2018 in order to evaluate report quality. Results showed that the use of GLMMs increased over time and that 86.4% of articles were published in first- or second-quartile journals. Although GLMMs have, in recent years, been increasingly used in psychology, most of the important information about them was not stated in the majority of articles. Report quality needs to be improved in line with current recommendations for the use of GLMMs.
eng
Atribución 4.0 Internacional
Análisis de varianza
Psicología - Metodología
Report Quality of Generalized Linear Mixed Models in Psychology: A Systematic Review.
journal article
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URL
https://riuma.uma.es/bitstreams/aa6daadd-1f3c-4a89-961e-05fbeb5b6a92/download
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500b60de9dd5636bf4422849b0929875
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REPORT QUALITY OF GLMM IN PSYCHOLOGY. A SYSTEMATIC REVIEW.pdf