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Evaluating significance in linear mixed-effects models in R
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The effect of sample size on accurate quantification of effect size remains poorly understood.
“A recent simulation study shows that although GLMM is relatively robust terms of detecting effects, the effect of sample size on accurate quantification of effect size remains poorly understood [53].”
From Unstructured satellite survey detects up to 20% of archaeological sites in coastal valleys of southern Peru (2024) · cites this paper as [53]
GLMM is relatively robust in terms of detecting effects.
“A recent simulation study shows that although GLMM is relatively robust terms of detecting effects, the effect of sample size on accurate quantification of effect size remains poorly understood [53].”
From Unstructured satellite survey detects up to 20% of archaeological sites in coastal valleys of southern Peru (2024) · cites this paper as [53]
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Fitting Linear Mixed-Effects Models Using lme4
Bates, D., Mächler, M., Bolker, B., & Walker, S. (2015) · Journal of Statistical Software · doi:10.18637/jss.v067.i01 · Cited by 86,835
lmerTest Package: Tests in Linear Mixed Effects Models
Kuznetsova, A., Brockhoff, P. B., & Christensen, R. H. B. (2017) · Journal of Statistical Software · doi:10.18637/jss.v082.i13 · Cited by 24,346
Mixed-effects modeling with crossed random effects for subjects and items
Baayen, R. H., Davidson, D. J., & Bates, D. M. (2008) · Journal of Memory and Language · doi:10.1016/j.jml.2007.12.005 · Cited by 8,540
Small sample inference for fixed effects from restricted maximum likelihood
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Research works printed but not linked: 6
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- Brown, L. D., Cai, T. T., & DasGupta, A. (2001). Interval estimation for a binomial proportion. 101–133. doi: 10.1214/ss/1009213286 · DOI
- Pinheiro, J. C., & Bates, D. M. (2000). Mixed-effects models in S and S-PLUS. Springer. · DOI · Paper page
- Satterthwaite, F. E. (1941). Synthesis of variance. Psychometrika, 6(5), 309–316. · DOI
- Schaalje, G. B., McBride, J. B., & Fellingham, G. W. (2002). Adequacy of approximations to distributions of test statistics in complex mixed linear models. Journal of Agricultural, Biological, and Environmental Statistics, 7(4), 512–524. · DOI
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Dimsdale-Zucker, H. R., Ritchey, M., Ekstrom, A. D., Yonelinas, A. P., & Ranganath, C. (2018) · Nature Communications · doi:10.1038/s41467-017-02752-1 · Cited by 205
Understanding Mixed-Effects Models Through Data Simulation
DeBruine, L. M., & Barr, D. J. (2021) · Advances in Methods and Practices in Psychological Science · doi:10.1177/2515245920965119 · Cited by 148
Arntz, A., Mensink, K., Cox, W. R., Verhoef, R. E. J., van Emmerik, A. A. P., Rameckers, S. A., Badenbach, T., & Grasman, R. P. P. P. (2023) · Psychological Medicine · doi:10.1017/s0033291722003634 · Cited by 56
Raio, C. M., Konova, A. B., & Otto, A. R. (2020) · Scientific Reports · doi:10.1038/s41598-020-64540-0 · Cited by 52
Hierarchy of speech-driven spectrotemporal receptive fields in human auditory cortex
Venezia, J. H., Thurman, S. M., Richards, V. M., & Hickok, G. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2018.11.049 · Cited by 47
Salfi, F., Amicucci, G., Corigliano, D., Viselli, L., D'Atri, A., Tempesta, D., Gorgoni, M., Scarpelli, S., Alfonsi, V., & Ferrara, M. (2023) · Journal of Sleep Research · doi:10.1111/jsr.13767 · Cited by 42
Semi-field studies to better understand the impact of eave tubes on mosquito mortality and behaviour
Barreaux, A. M. G., Brou, N., Koffi, A. A., N’Guessan, R., Oumbouke, W. A., Tia, I. Z., & Thomas, M. B. (2018) · Malaria Journal · doi:10.1186/s12936-018-2457-4 · Cited by 19
Oxytocin increases eye gaze in schizophrenia
Bradley, E. R., Seitz, A., Niles, A. N., Rankin, K. P., Mathalon, D. H., O'Donovan, A., & Woolley, J. D. (2019) · Schizophrenia Research · doi:10.1016/j.schres.2019.07.039 · Cited by 22
Radically open dialectical behaviour therapy for refractory depression: the RefraMED RCT
Lynch, T. R., Hempel, R. J., Whalley, B., Byford, S., Chamba, R., Clarke, P., Clarke, S., Kingdon, D., O’Mahen, H., Remington, B., et al. (2018) · Efficacy and Mechanism Evaluation · doi:10.3310/eme05070 · Cited by 22
Kapaj, A., Hilton, C., Lanini-Maggi, S., & Fabrikant, S. I. (2024) · Spatial Cognition & Computation · doi:10.1080/13875868.2024.2328099 · Cited by 20
“…for the models and the post-hoc analyses were calculated using the Satterthwaite approximation for degrees of freedom, as it produces acceptable levels of Type I error (Luke, 2017; Singmann & Kellen, 2019), implemented using the summary() function of the lmerTest package (Kuznetsova et al., 2017).”
MethodKrafft, J., Twohig, M. P., & Levin, M. E. (2020) · Cognitive Therapy and Research · doi:10.1007/s10608-020-10114-3 · Cited by 18
Kim, J. Y., Lester, C., & Yang, X. J. (2025) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/00187208251326795 · Cited by 21
Electroencephalography profiles as a biomarker of wellbeing: A twin study
Chilver, M. R., Keller, A. S., Park, H. R. P., Jamshidi, J., Montalto, A., Schofield, P. R., Clark, C. R., Harmon-Jones, E., Williams, L. M., & Gatt, J. M. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.04.010 · Cited by 19
LaDue, C. A., Hunt, K. E., Samaraweera, M. G. S. M., Vandercone, R. P. G., Kiso, W. K., & Freeman, E. W. (2022) · Theriogenology Wild · doi:10.1016/j.therwi.2022.100011 · Cited by 18
Krafft, J., Klimczak, K. S., & Levin, M. E. (2022) · Cognitive Therapy and Research · doi:10.1007/s10608-021-10242-4 · Cited by 14
Krafft, J., Ong, C. W., Davis, C. H., Petersen, J. M., Levin, M. E., & Twohig, M. P. (2022) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2021.05.008 · Cited by 15
Barreaux, A. M. G., Oumbouke, W. A., Tia, I. Z., Brou, N., Koffi, A. A., N’guessan, R., & Thomas, M. B. (2019) · Malaria Journal · doi:10.1186/s12936-019-2936-2 · Cited by 10
Prochilo, G. A., Costa, R. J. S., Hassed, C., Chambers, R., & Molenberghs, P. (2021) · Pilot and Feasibility Studies · doi:10.1186/s40814-020-00751-6 · Cited by 12
Marini, M., Ansani, A., Demichelis, A., Mancini, G., Paglieri, F., & Viola, M. (2024) · Cognition and Emotion · doi:10.1080/02699931.2023.2296581 · Cited by 11
Snyder, T. J., & Haas, R. (2024) · PLOS One · doi:10.1371/journal.pone.0292272 · Cited by 8
All Public Voices Are Equal, But Are Some More Equal Than Others to LLMs?
Kim, S., Janssen, M. A., Wang, J., Min-Venditti, A., Karanjia, N., & Anderies, J. M. (2026) · arXiv · doi:10.48550/arxiv.2604.17247
Metadata
- Authors
- Luke, S. G.
- Venue
- Behavior Research Methods
- Published
- 2016-09-12
- Volume
- 49
- Issue
- 4
- Pages
- 1494-1502
- ISSN
- 1554-3528
- Cited by
- 1,704
- References
- 5
- Language
- en
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