Analysis of event-related potential difference waves can benefit from linear mixed effects modeling: Recommendations for analyses and general model fitting

Linear mixed effects models (LMEs) have advantages for analyzing mean amplitude event-related potential (ERP) data. Compared to ANOVA and linear regression, LMEs retain more subjects and yield unbiased parameter estimates by accounting for trial-level sources of variability. However, LME analysis of...

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Published inDevelopmental cognitive neuroscience Vol. 76; p. 101614
Main Authors Heise, Megan J., Mon, Serena K., Bowman, Lindsay C.
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier Ltd 01.12.2025
Subjects
ERP
Hierarchical regression
Linear mixed effects models
Multilevel models
Neural correlates
Neuroscience
Hierarchical regression
ERP
Neuroscience
Neural correlates
Linear mixed effects models
Multilevel models
Online AccessGet full text
ISSN1878-9293
1878-9307
1878-9307
DOI10.1016/j.dcn.2025.101614

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Abstract Linear mixed effects models (LMEs) have advantages for analyzing mean amplitude event-related potential (ERP) data. Compared to ANOVA and linear regression, LMEs retain more subjects and yield unbiased parameter estimates by accounting for trial-level sources of variability. However, LME analysis of ERP mean amplitude difference waves may be problematic due to the need to pair single trial data to create trial-level difference waves. In both simulated and real pediatric ERP data, the present study compares ERP difference wave results across conventional ANOVA/regression analyses and six trial-level LME approaches in different low trial-count scenarios. We evaluate each approach based on accuracy of estimates and statistical power in simulated data, and magnitude of effect detected in real ERP data from 3- to 5-year-old neurotypical children (N = 64). Two analysis approaches were unbiased: creating trial-level difference waves by pairing trials on all study design features (the ‘exact match’ approach) and fitting an interaction term; and the interaction term had greater power to detect a significant effect in simulated data. Both simulations and analysis of real preschooler ERP data support using LMEs to analyze difference waves. We also include recommendations for researchers for picking a difference wave approach appropriate for their research question. •Linear mixed effects models (LMEs) of event-related potential (ERP) data examined.•LMEs yield unbiased ERP difference wave amplitude estimates in simulated data.•LME analysis of real ERP data (3- to 5-year-olds) mirrored simulation results.•We recommend interaction or exact trial-level pairing approaches.
AbstractList Linear mixed effects models (LMEs) have advantages for analyzing mean amplitude event-related potential (ERP) data. Compared to ANOVA and linear regression, LMEs retain more subjects and yield unbiased parameter estimates by accounting for trial-level sources of variability. However, LME analysis of ERP mean amplitude difference waves may be problematic due to the need to pair single trial data to create trial-level difference waves. In both simulated and real pediatric ERP data, the present study compares ERP difference wave results across conventional ANOVA/regression analyses and six trial-level LME approaches in different low trial-count scenarios. We evaluate each approach based on accuracy of estimates and statistical power in simulated data, and magnitude of effect detected in real ERP data from 3- to 5-year-old neurotypical children (N = 64). Two analysis approaches were unbiased: creating trial-level difference waves by pairing trials on all study design features (the 'exact match' approach) and fitting an interaction term; and the interaction term had greater power to detect a significant effect in simulated data. Both simulations and analysis of real preschooler ERP data support using LMEs to analyze difference waves. We also include recommendations for researchers for picking a difference wave approach appropriate for their research question.Linear mixed effects models (LMEs) have advantages for analyzing mean amplitude event-related potential (ERP) data. Compared to ANOVA and linear regression, LMEs retain more subjects and yield unbiased parameter estimates by accounting for trial-level sources of variability. However, LME analysis of ERP mean amplitude difference waves may be problematic due to the need to pair single trial data to create trial-level difference waves. In both simulated and real pediatric ERP data, the present study compares ERP difference wave results across conventional ANOVA/regression analyses and six trial-level LME approaches in different low trial-count scenarios. We evaluate each approach based on accuracy of estimates and statistical power in simulated data, and magnitude of effect detected in real ERP data from 3- to 5-year-old neurotypical children (N = 64). Two analysis approaches were unbiased: creating trial-level difference waves by pairing trials on all study design features (the 'exact match' approach) and fitting an interaction term; and the interaction term had greater power to detect a significant effect in simulated data. Both simulations and analysis of real preschooler ERP data support using LMEs to analyze difference waves. We also include recommendations for researchers for picking a difference wave approach appropriate for their research question.
Linear mixed effects models (LMEs) have advantages for analyzing mean amplitude event-related potential (ERP) data. Compared to ANOVA and linear regression, LMEs retain more subjects and yield unbiased parameter estimates by accounting for trial-level sources of variability. However, LME analysis of ERP mean amplitude difference waves may be problematic due to the need to pair single trial data to create trial-level difference waves. In both simulated and real pediatric ERP data, the present study compares ERP difference wave results across conventional ANOVA/regression analyses and six trial-level LME approaches in different low trial-count scenarios. We evaluate each approach based on accuracy of estimates and statistical power in simulated data, and magnitude of effect detected in real ERP data from 3- to 5-year-old neurotypical children (N = 64). Two analysis approaches were unbiased: creating trial-level difference waves by pairing trials on all study design features (the 'exact match' approach) and fitting an interaction term; and the interaction term had greater power to detect a significant effect in simulated data. Both simulations and analysis of real preschooler ERP data support using LMEs to analyze difference waves. We also include recommendations for researchers for picking a difference wave approach appropriate for their research question.
Linear mixed effects models (LMEs) have advantages for analyzing mean amplitude event-related potential (ERP) data. Compared to ANOVA and linear regression, LMEs retain more subjects and yield unbiased parameter estimates by accounting for trial-level sources of variability. However, LME analysis of ERP mean amplitude difference waves may be problematic due to the need to pair single trial data to create trial-level difference waves. In both simulated and real pediatric ERP data, the present study compares ERP difference wave results across conventional ANOVA/regression analyses and six trial-level LME approaches in different low trial-count scenarios. We evaluate each approach based on accuracy of estimates and statistical power in simulated data, and magnitude of effect detected in real ERP data from 3- to 5-year-old neurotypical children (N = 64). Two analysis approaches were unbiased: creating trial-level difference waves by pairing trials on all study design features (the ‘exact match’ approach) and fitting an interaction term; and the interaction term had greater power to detect a significant effect in simulated data. Both simulations and analysis of real preschooler ERP data support using LMEs to analyze difference waves. We also include recommendations for researchers for picking a difference wave approach appropriate for their research question. •Linear mixed effects models (LMEs) of event-related potential (ERP) data examined.•LMEs yield unbiased ERP difference wave amplitude estimates in simulated data.•LME analysis of real ERP data (3- to 5-year-olds) mirrored simulation results.•We recommend interaction or exact trial-level pairing approaches.
ArticleNumber 101614
Author Bowman, Lindsay C.
Mon, Serena K.
Heise, Megan J.
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Cites_doi 10.1146/annurev-psych-020821-103525
10.1016/j.neuropsychologia.2017.09.006
10.1016/j.dcn.2017.03.002
10.1017/psrm.2018.19
10.1016/j.psychres.2008.05.006
10.1080/10705519709540063
10.1111/psyp.12664
10.1111/2041-210X.13434
10.1037/h0023240
10.1037/0012-1649.41.4.598
10.1017/S000712341700045X
10.1016/j.infbeh.2019.101393
10.1016/j.jml.2012.11.001
10.1016/j.dcn.2022.101070
10.1080/87565640802564887
10.1111/1467-7687.00241
10.18637/jss.v082.i13
10.1177/0883073811408905
10.3389/fpsyg.2017.02047
10.1016/j.dcn.2010.07.001
10.1111/psyp.13044
10.1016/j.neuropsychologia.2007.10.011
10.1111/desc.13134
10.1037/a0014035
10.1002/dev.21860
10.1111/j.1467-7687.2006.00480.x
10.1080/02664763.2010.529882
10.1561/2200000019
10.1016/j.clinph.2007.04.026
10.2307/1129080
10.1016/j.jsp.2009.10.001
10.1111/jcpp.13429
10.1093/scan/nsad078
10.1037/0096-1523.20.5.1000
10.1016/j.dcn.2024.101459
10.1016/j.biopsycho.2017.01.012
10.1016/j.neubiorev.2013.02.015
10.1016/j.jneumeth.2003.10.009
10.1016/j.infbeh.2006.01.004
10.1111/desc.12758
10.1111/cdev.12348
10.1002/dev.10078
10.1016/j.jneumeth.2018.08.001
10.1016/j.braindev.2009.04.001
10.3758/s13428-021-01546-0
10.1111/j.1467-8624.2007.00994.x
10.18637/jss.v067.i01
10.1016/j.dcn.2019.100640
10.1111/psyp.13762
10.1177/2158244018820380
10.1016/j.neuropsychologia.2012.10.012
10.1093/scan/nsn046
10.1016/j.ijpsycho.2021.02.006
10.18637/jss.v042.i08
10.1080/87565641.2016.1243111
10.1111/cdev.12053
10.1037/met0000228
10.1207/s15327906mbr2301_4
10.1016/j.jml.2019.104038
10.1111/j.1469-7610.2004.00320.x
10.1111/1467-8624.00433
10.1016/j.tics.2015.04.005
10.1007/s00265-010-1044-7
10.1016/j.cortex.2014.11.007
10.3389/fnhum.2014.00213
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Keywords Hierarchical regression
ERP
Neuroscience
Neural correlates
Linear mixed effects models
Multilevel models
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References R Core Team (2019). R (Version 3.6.1). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. URL
Putnam, Gartstein, Rothbart (bib71) 2006; 29
Nelson (bib64) 1994
Baraldi, Enders (bib4) 2010; 48
van den Boomen, Munsters, Kemner (bib26) 2019; 126
Little, Lang, Wu, Rhemtulla (bib53) 2016
Reynolds, Richards (bib75) 2005; 41
Schad, Vasishth, Hohenstein, Kliegl (bib76) 2020; 110
Delorme, Makeig (bib25) 2004; 134
Clayson, Rocha, Baldwin, Rast, Larson (bib18) 2022; 7
Finch, West, MacKinnon (bib31) 1997; 4
Pinneo (bib67) 1966; 73
Stahl, Parise, Hoehl, Striano (bib80) 2010; 32
Dinstein, Heeger, Behrmann (bib28) 2015; 19
Ho, Imai, King, Stuart (bib39) 2011; 42
Mon, Manning, Wakschlag, Norton (bib60) 2024; 70
Tottenham, Tanaka, Leon, McCarry, Nurse, Hare, Marcus, Westerlund, Casey, Nelson (bib83) 2009; 168
Taylor-Colls, Pasco Fearon (bib81) 2015; 86
Clayson, Baldwin, Larson (bib17) 2021; 58
Volpert-Esmond, Page-Gould, Bartholow (bib85) 2021; 162
Volpert-Esmond, Merkle, Levsen, Ito, Bartholow (bib84) 2018; 55
Kungl, Bovenschen, Spangler (bib48) 2017; 8
Hoffman, Walters (bib40) 2022; 73
Jessen, Grossmann (bib41) 2015; 64
Xia, Heise, Bowman (bib86) 2024; 19
Chihara, Hesterberg (bib15) 2022
Barr, Levy, Scheepers, Tilly (bib5) 2013; 68
LeBeau, Song, Liu (bib50) 2018; 8
Kaplan (bib43) 1988; 23
Kumle, Võ, Draschkow (bib47) 2021; 53
Bates, Mächler, Bolker, Walker (bib6) 2015; 67
Guy, Reynolds, Zhang (bib34) 2013; 84
Buodo, Sarlo, Battistella, Naccarella, Palomba (bib13) 2011; 26
Coch, Grossi, Coffey–Corina, Holcomb, Neville (bib19) 2002; 5
Garrett, Samanez-Larkin, MacDonald, Lindenberger, McIntosh, Grady (bib32) 2013; 37
Bowman, McCormick, Kane-Grade, Xie, Bosquet Enlow, Nelson (bib11) 2022; 63
Pinto, Vogel, Aylwin, Kreither (bib68) 2022; 31
Quadrelli, Conte, Cassia, Turati (bib73) 2019; 61
Zhang, Hedo, Rivera, Rull, Richardson, Tu (bib88) 2019; 32
Courchesne, Ganz, Norcia (bib20) 1981; 52
Dawson, Carver, Meltzoff, Panagiotides, McPartland, Webb (bib22) 2002; 73
.
actiCAP snap [Apparatus]. (2020). Gilching, Germany: Brain Products GmbH.
Leppänen, Moulson, Vogel-Farley, Nelson (bib52) 2007; 78
Guy, Richards, Tonnsen, Roberts (bib35) 2018; 29
Kropko, Harden (bib45) 2020; 50
Peltola, Leppänen, Mäki, Hietanen (bib66) 2009; 4
MATLAB. (2019). MATLAB (Release 2019a, Version 9.6.0.1072779). Natick, Massachusetts: The MathWorks Inc.
Meyer, Lerner, De Los Reyes, Laird, Hajcak (bib59) 2017; 54
Clawson, Clayson, Keith, Catron, Larson (bib16) 2017; 124
Todd, Lewis, Meusel, Zelazo (bib82) 2008; 46
Krol, Pawlitzki, Lotte, Gramann, Zander (bib44) 2018; 309
Cox (bib21) 2024
actiCHamp (64 channels) [Apparatus]. (2020). Gilching, Germany: Brain Products GmbH.
actiCAP slim [Apparatus]. (2020). Gilching, Germany: Brain Products GmbH.
Näätänen, Paavilainen, Rinne, Alho (bib62) 2007; 118
Luck (bib56) 2014
Putnam, S.P., Jacobs, J., Gartstein, M.A., Rothbart, M.K., 2010. Development and assessment of short and very short forms of the Early Childhood Behavior Questionnaire. In International Conference on Infant Studies, Baltimore, MD [Poster presentation].
Kulis (bib46) 2012; 5
Black, Harel, McCoach (bib9) 2011; 38
Kuznetsova, Brockhoff, Christensen (bib49) 2017; 82
DeBruine, Barr (bib24) 2021; 4
Lopez-Calderon, Luck (bib54) 2014; 8
Harden, Kropko (bib37) 2019; 7
Noreika, Georgieva, Wass, Leong (bib65) 2020; 58
Singmann, H., Bolker, B., Westfall, J., Aust, F., & Ben-Shachar, M.S. (2021). afex: Analysis of Factorial Experiments.
Enders, Du, Keller (bib30) 2020; 25
BrainVision Recorder (Vers. 1.21.0303) [Software]. (2020). Gilching, Germany: Brain Products GmbH.
Debener, Thorne, Schneider, Viola (bib23) 2010
Dennis, Malone, Chen (bib27) 2009; 34
de Haan, Belsky, Reid, Volein, Johnson (bib36) 2004; 45
Junge, Cutler, Hagoort (bib42) 2012; 50
Bishop, Hardiman (bib8) 2010; 47
DiStefano, Senturk, Jeste (bib29) 2019; 36
Psychology Software Tools, Inc. (2016). E-Prime (Version 3.0).
Schielzeth, Dingemanse, Nakagawa, Westneat, Allegue, Teplitsky, Réale, Dochtermann, Garamszegi, Araya-Ajoy (bib77) 2020; 11
Porter, Evans-Stout, Reschke, Nelson, Hyde (bib69) 2021; 24
Batty, Taylor (bib7) 2006; 9
Borgström, Torkildsen, Lindgren (bib10) 2016; 41
Luck, Hillyard (bib57) 1994; 20
Moulson, Fox, Zeanah, Nelson (bib61) 2009; 45
Nakagawa, Freckleton (bib63) 2011; 65
Xie, McCormick, Westerlund, Bowman, Nelson (bib87) 2019; 22
Heise, Mon, Bowman (bib38) 2022; 54
Carver, Dawson, Panagiotides, Meltzoff, McPartland, Gray, Munson (bib14) 2003; 42
Luck (bib55) 2005
Grossmann, Johnson, Vaish, Hughes, Quinque, Stoneking, Friederici (bib33) 2011; 1
Lenth, R. (2021). Emmeans: Estimated marginal means, aka least-squares means.
Song, Morgan, Turovets, Li, Davey, Govyadinov, Luu, Smith, Prior, Larson-Prior, Tucker (bib79) 2013; 3
Dawson (10.1016/j.dcn.2025.101614_bib22) 2002; 73
Kropko (10.1016/j.dcn.2025.101614_bib45) 2020; 50
Dennis (10.1016/j.dcn.2025.101614_bib27) 2009; 34
Xie (10.1016/j.dcn.2025.101614_bib87) 2019; 22
Nakagawa (10.1016/j.dcn.2025.101614_bib63) 2011; 65
Barr (10.1016/j.dcn.2025.101614_bib5) 2013; 68
Cox (10.1016/j.dcn.2025.101614_bib21) 2024
Näätänen (10.1016/j.dcn.2025.101614_bib62) 2007; 118
LeBeau (10.1016/j.dcn.2025.101614_bib50) 2018; 8
Luck (10.1016/j.dcn.2025.101614_bib55) 2005
Little (10.1016/j.dcn.2025.101614_bib53) 2016
Moulson (10.1016/j.dcn.2025.101614_bib61) 2009; 45
Garrett (10.1016/j.dcn.2025.101614_bib32) 2013; 37
Porter (10.1016/j.dcn.2025.101614_bib69) 2021; 24
Tottenham (10.1016/j.dcn.2025.101614_bib83) 2009; 168
Nelson (10.1016/j.dcn.2025.101614_bib64) 1994
Volpert-Esmond (10.1016/j.dcn.2025.101614_bib84) 2018; 55
Zhang (10.1016/j.dcn.2025.101614_bib88) 2019; 32
Mon (10.1016/j.dcn.2025.101614_bib60) 2024; 70
Putnam (10.1016/j.dcn.2025.101614_bib71) 2006; 29
10.1016/j.dcn.2025.101614_bib51
Clayson (10.1016/j.dcn.2025.101614_bib18) 2022; 7
Kungl (10.1016/j.dcn.2025.101614_bib48) 2017; 8
Meyer (10.1016/j.dcn.2025.101614_bib59) 2017; 54
Peltola (10.1016/j.dcn.2025.101614_bib66) 2009; 4
Lopez-Calderon (10.1016/j.dcn.2025.101614_bib54) 2014; 8
10.1016/j.dcn.2025.101614_bib2
10.1016/j.dcn.2025.101614_bib1
10.1016/j.dcn.2025.101614_bib3
Luck (10.1016/j.dcn.2025.101614_bib56) 2014
Krol (10.1016/j.dcn.2025.101614_bib44) 2018; 309
Bowman (10.1016/j.dcn.2025.101614_bib11) 2022; 63
Dinstein (10.1016/j.dcn.2025.101614_bib28) 2015; 19
Hoffman (10.1016/j.dcn.2025.101614_bib40) 2022; 73
10.1016/j.dcn.2025.101614_bib58
DeBruine (10.1016/j.dcn.2025.101614_bib24) 2021; 4
Luck (10.1016/j.dcn.2025.101614_bib57) 1994; 20
Schad (10.1016/j.dcn.2025.101614_bib76) 2020; 110
Guy (10.1016/j.dcn.2025.101614_bib35) 2018; 29
10.1016/j.dcn.2025.101614_bib12
Clayson (10.1016/j.dcn.2025.101614_bib17) 2021; 58
Delorme (10.1016/j.dcn.2025.101614_bib25) 2004; 134
Clawson (10.1016/j.dcn.2025.101614_bib16) 2017; 124
Enders (10.1016/j.dcn.2025.101614_bib30) 2020; 25
DiStefano (10.1016/j.dcn.2025.101614_bib29) 2019; 36
Baraldi (10.1016/j.dcn.2025.101614_bib4) 2010; 48
Chihara (10.1016/j.dcn.2025.101614_bib15) 2022
Carver (10.1016/j.dcn.2025.101614_bib14) 2003; 42
Borgström (10.1016/j.dcn.2025.101614_bib10) 2016; 41
Courchesne (10.1016/j.dcn.2025.101614_bib20) 1981; 52
Volpert-Esmond (10.1016/j.dcn.2025.101614_bib85) 2021; 162
de Haan (10.1016/j.dcn.2025.101614_bib36) 2004; 45
Black (10.1016/j.dcn.2025.101614_bib9) 2011; 38
Heise (10.1016/j.dcn.2025.101614_bib38) 2022; 54
Kumle (10.1016/j.dcn.2025.101614_bib47) 2021; 53
Finch (10.1016/j.dcn.2025.101614_bib31) 1997; 4
Kuznetsova (10.1016/j.dcn.2025.101614_bib49) 2017; 82
Pinneo (10.1016/j.dcn.2025.101614_bib67) 1966; 73
Noreika (10.1016/j.dcn.2025.101614_bib65) 2020; 58
Harden (10.1016/j.dcn.2025.101614_bib37) 2019; 7
10.1016/j.dcn.2025.101614_bib72
Bishop (10.1016/j.dcn.2025.101614_bib8) 2010; 47
Junge (10.1016/j.dcn.2025.101614_bib42) 2012; 50
10.1016/j.dcn.2025.101614_bib74
10.1016/j.dcn.2025.101614_bib70
van den Boomen (10.1016/j.dcn.2025.101614_bib26) 2019; 126
Jessen (10.1016/j.dcn.2025.101614_bib41) 2015; 64
Taylor-Colls (10.1016/j.dcn.2025.101614_bib81) 2015; 86
Debener (10.1016/j.dcn.2025.101614_bib23) 2010
Pinto (10.1016/j.dcn.2025.101614_bib68) 2022; 31
Coch (10.1016/j.dcn.2025.101614_bib19) 2002; 5
Kaplan (10.1016/j.dcn.2025.101614_bib43) 1988; 23
Todd (10.1016/j.dcn.2025.101614_bib82) 2008; 46
Reynolds (10.1016/j.dcn.2025.101614_bib75) 2005; 41
Schielzeth (10.1016/j.dcn.2025.101614_bib77) 2020; 11
Leppänen (10.1016/j.dcn.2025.101614_bib52) 2007; 78
Song (10.1016/j.dcn.2025.101614_bib79) 2013; 3
Batty (10.1016/j.dcn.2025.101614_bib7) 2006; 9
Xia (10.1016/j.dcn.2025.101614_bib86) 2024; 19
Bates (10.1016/j.dcn.2025.101614_bib6) 2015; 67
Grossmann (10.1016/j.dcn.2025.101614_bib33) 2011; 1
Guy (10.1016/j.dcn.2025.101614_bib34) 2013; 84
Quadrelli (10.1016/j.dcn.2025.101614_bib73) 2019; 61
Buodo (10.1016/j.dcn.2025.101614_bib13) 2011; 26
10.1016/j.dcn.2025.101614_bib78
Ho (10.1016/j.dcn.2025.101614_bib39) 2011; 42
Kulis (10.1016/j.dcn.2025.101614_bib46) 2012; 5
Stahl (10.1016/j.dcn.2025.101614_bib80) 2010; 32
References_xml – volume: 309
  start-page: 13
  year: 2018
  end-page: 24
  ident: bib44
  article-title: SEREEGA: simulating event-related EEG activity
  publication-title: J. Neurosci. Methods
– volume: 11
  start-page: 1141
  year: 2020
  end-page: 1152
  ident: bib77
  article-title: Robustness of linear mixed-effects models to violations of distributional assumptions
  publication-title: Methods Ecol. Evol.
– volume: 32
  start-page: 305
  year: 2010
  end-page: 317
  ident: bib80
  article-title: Eye contact and emotional face processing in 6-month-old infants: advanced statistical methods applied to event-related potentials
  publication-title: Brain Dev.
– volume: 36
  year: 2019
  ident: bib29
  article-title: ERP evidence of semantic processing in children with ASD
  publication-title: Dev. Cogn. Neurosci.
– volume: 50
  start-page: 303
  year: 2020
  end-page: 320
  ident: bib45
  article-title: Beyond the hazard ratio: generating expected durations from the Cox proportional hazards model
  publication-title: Br. J. Political Sci.
– volume: 7
  start-page: 555
  year: 2022
  end-page: 565
  ident: bib18
  article-title: Understanding the error in psychopathology: notable intraindividual differences in neural variability of performance monitoring
  publication-title: Biolog. Psychiatry Cog. Neurosci. Neuroimag.
– volume: 45
  start-page: 17
  year: 2009
  end-page: 30
  ident: bib61
  article-title: Early adverse experiences and the neurobiology of facial emotion processing
  publication-title: Dev. Psychol.
– volume: 34
  start-page: 85
  year: 2009
  end-page: 102
  ident: bib27
  article-title: Emotional face processing and emotion regulation in children: an ERP study
  publication-title: Dev. Neuropsychol.
– volume: 118
  start-page: 2544
  year: 2007
  end-page: 2590
  ident: bib62
  article-title: The mismatch negativity (MMN) in basic research of central auditory processing: a review
  publication-title: Clin. Neurophysiol.
– volume: 29
  start-page: 386
  year: 2006
  end-page: 401
  ident: bib71
  article-title: Measurement of fine-grained aspects of toddler temperament: the early childhood behavior questionnaire
  publication-title: Infant Behav. Dev.
– volume: 67
  start-page: 1
  year: 2015
  end-page: 48
  ident: bib6
  article-title: Fitting linear mixed-effects models using lme4
  publication-title: J. Stat. Softw.
– start-page: 269
  year: 1994
  end-page: 313
  ident: bib64
  article-title: Neural correlates of recognition memory in the first postnatal year
  publication-title: Human Behavior and the Developing Brain
– volume: 7
  start-page: 921
  year: 2019
  end-page: 928
  ident: bib37
  article-title: Simulating duration data for the Cox model
  publication-title: Political Sci. Res. Methods
– volume: 168
  start-page: 242
  year: 2009
  end-page: 249
  ident: bib83
  article-title: The NimStim set of facial expressions: judgments from untrained research participants
  publication-title: Psychiatry Res.
– volume: 70
  year: 2024
  ident: bib60
  article-title: Leveraging mixed-effects location scale models to assess the ERP mismatch negativity’s psychometric properties and trial-by-trial neural variability in toddler-mother dyads
  publication-title: Dev. Cogn. Neurosci.
– volume: 4
  start-page: 134
  year: 2009
  end-page: 142
  ident: bib66
  article-title: Emergence of enhanced attention to fearful faces between 5 and 7 months of age
  publication-title: Soc. Cogn. Affect. Neurosci.
– volume: 46
  start-page: 595
  year: 2008
  end-page: 613
  ident: bib82
  article-title: The time course of social-emotional processing in early childhood: ERP responses to facial affect and personal familiarity in a Go-Nogo task
  publication-title: Neuropsychologia
– volume: 37
  start-page: 610
  year: 2013
  end-page: 624
  ident: bib32
  article-title: Moment-to-moment brain signal variability: a next frontier in human brain mapping?
  publication-title: Neurosci. Biobehav. Rev.
– volume: 73
  start-page: 242
  year: 1966
  end-page: 247
  ident: bib67
  article-title: On noise in the nervous system
  publication-title: Psychol. Rev.
– year: 2024
  ident: bib21
  article-title: Workshop on data simulation & power analysis
  publication-title: ManyBabies Data Simul. Power Anal.
– volume: 5
  start-page: 287
  year: 2012
  end-page: 364
  ident: bib46
  article-title: Metric learning: a survey
  publication-title: Found. Trends Mach. Learn.
– reference: Singmann, H., Bolker, B., Westfall, J., Aust, F., & Ben-Shachar, M.S. (2021). afex: Analysis of Factorial Experiments. 〈
– volume: 47
  start-page: 697
  year: 2010
  end-page: 705
  ident: bib8
  article-title: Measurement of mismatch negativity in individuals: a study using single-trial analysis
  publication-title: Psychophysiology
– reference: 〉.
– volume: 22
  year: 2019
  ident: bib87
  article-title: Neural correlates of facial emotion processing in infancy
  publication-title: Dev. Sci.
– start-page: 121
  year: 2010
  end-page: 134
  ident: bib23
  article-title: Using ICA for the analysis of multi-channel EEG data
  publication-title: Simultaneous EEG and fMRI
– volume: 58
  year: 2021
  ident: bib17
  article-title: Evaluating the internal consistency of subtraction-based and residualized difference scores: considerations for psychometric reliability analyses of event-related potentials
  publication-title: Psychophysiology
– volume: 63
  start-page: 152
  year: 2022
  end-page: 164
  ident: bib11
  article-title: Infants’ neural responses to emotional faces are related to maternal anxiety
  publication-title: J. Child Psychol. Psychiatry
– volume: 9
  start-page: 207
  year: 2006
  end-page: 220
  ident: bib7
  article-title: The development of emotional face processing during childhood
  publication-title: Dev. Sci.
– volume: 8
  year: 2018
  ident: bib50
  article-title: Model misspecification and assumption violations with the linear mixed model: a meta-analysis
  publication-title: Sage Open
– reference: BrainVision Recorder (Vers. 1.21.0303) [Software]. (2020). Gilching, Germany: Brain Products GmbH.
– volume: 5
  start-page: 467
  year: 2002
  end-page: 489
  ident: bib19
  article-title: A developmental investigation of ERP auditory rhyming effects
  publication-title: Dev. Sci.
– start-page: 760
  year: 2016
  end-page: 796
  ident: bib53
  article-title: Missing data
  publication-title: Developmental psychopathology, volume 1: Theory and method
– volume: 124
  start-page: 87
  year: 2017
  end-page: 99
  ident: bib16
  article-title: Conflict and performance monitoring throughout the lifespan: an event-related potential (ERP) and temporospatial component analysis
  publication-title: Biol. Psychol.
– volume: 42
  start-page: 1
  year: 2011
  end-page: 28
  ident: bib39
  article-title: MatchIt: nonparametric preprocessing for parametric causal inference
  publication-title: J. Stat. Softw.
– volume: 19
  start-page: 322
  year: 2015
  end-page: 328
  ident: bib28
  article-title: Neural variability: friend or foe?
  publication-title: Trends Cogn. Sci.
– volume: 78
  start-page: 232
  year: 2007
  end-page: 245
  ident: bib52
  article-title: An ERP study of emotional face processing in the adult and infant brain
  publication-title: Child Dev.
– volume: 42
  start-page: 148
  year: 2003
  end-page: 159
  ident: bib14
  article-title: Age-related differences in neural correlates of face recognition during the toddler and preschool years
  publication-title: Dev. Psychobiol.
– volume: 48
  start-page: 5
  year: 2010
  end-page: 37
  ident: bib4
  article-title: An introduction to modern missing data analyses
  publication-title: J. Sch. Psychol.
– year: 2014
  ident: bib56
  publication-title: An Introduction to the Event-Related Potential Technique
– volume: 41
  start-page: 598
  year: 2005
  end-page: 615
  ident: bib75
  article-title: Familiarization, attention, and recognition memory in infancy: an event-related potential and cortical source localization study
  publication-title: Dev. Psychol.
– volume: 110
  year: 2020
  ident: bib76
  article-title: How to capitalize on a priori contrasts in linear (mixed) models: a tutorial
  publication-title: J. Mem. Lang.
– volume: 1
  start-page: 57
  year: 2011
  end-page: 66
  ident: bib33
  article-title: Genetic and neural dissociation of individual responses to emotional expressions in human infants
  publication-title: Dev. Cogn. Neurosci.
– volume: 20
  start-page: 1000
  year: 1994
  end-page: 1014
  ident: bib57
  article-title: Spatial filtering during visual search: evidence from human electrophysiology
  publication-title: J. Exp. Psychol. Hum. Percept. Perform.
– reference: actiCAP slim [Apparatus]. (2020). Gilching, Germany: Brain Products GmbH.
– year: 2005
  ident: bib55
  article-title: Ten simple rules for designing ERP experiments
  publication-title: Event-Related Potentials: A Methods Handbook
– volume: 58
  year: 2020
  ident: bib65
  article-title: 14 challenges and their solutions for conducting social neuroscience and longitudinal EEG research with infants
  publication-title: Infant Behav. Dev.
– volume: 73
  start-page: 700
  year: 2002
  end-page: 717
  ident: bib22
  article-title: Neural correlates of face and object recognition in young children with autism spectrum disorder, developmental delay, and typical development
  publication-title: Child Dev.
– volume: 25
  start-page: 88
  year: 2020
  end-page: 112
  ident: bib30
  article-title: A model-based imputation procedure for multilevel regression models with random coefficients, interaction effects, and nonlinear terms
  publication-title: Psychol. Methods
– volume: 31
  start-page: 1
  year: 2022
  end-page: 20
  ident: bib68
  article-title: ERPs studies of short- and long-term habituation in humans: a systematic review
  publication-title: Psykhe
– volume: 162
  start-page: 145
  year: 2021
  end-page: 156
  ident: bib85
  article-title: Using multilevel models for the analysis of event-related potentials
  publication-title: Int. J. Psychophysiol.
– volume: 4
  start-page: 87
  year: 1997
  end-page: 107
  ident: bib31
  article-title: Effects of sample size and normality on the estimation of mediated effects in latent variable models
  publication-title: Struct. Equ. Model.
– volume: 19
  start-page: 1
  year: 2024
  end-page: 11
  ident: bib86
  article-title: Parent emotionality is related to preschool children's neural responses to emotional faces
  publication-title: Soc. Cogn. Affect. Neurosci.
– volume: 73
  start-page: 659
  year: 2022
  end-page: 689
  ident: bib40
  article-title: Catching up on multilevel modeling
  publication-title: Annu. Rev. Psychol.
– volume: 8
  start-page: 2047
  year: 2017
  ident: bib48
  article-title: Early adverse caregiving experiences and preschoolers’ current attachment affect brain responses during facial familiarity processing: an ERP study
  publication-title: Front. Psychol.
– reference: Putnam, S.P., Jacobs, J., Gartstein, M.A., Rothbart, M.K., 2010. Development and assessment of short and very short forms of the Early Childhood Behavior Questionnaire. In International Conference on Infant Studies, Baltimore, MD [Poster presentation].
– volume: 26
  start-page: 1508
  year: 2011
  end-page: 1515
  ident: bib13
  article-title: Event-related potentials to emotional stimuli in migrainous children
  publication-title: J. Child Neurol.
– volume: 134
  start-page: 9
  year: 2004
  end-page: 21
  ident: bib25
  article-title: EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis
  publication-title: J. Neurosci. Methods
– reference: MATLAB. (2019). MATLAB (Release 2019a, Version 9.6.0.1072779). Natick, Massachusetts: The MathWorks Inc.
– volume: 126
  start-page: 62
  year: 2019
  end-page: 68
  ident: bib26
  article-title: Emotion processing in the infant brain: the importance of local information
  publication-title: Neuropsychologia
– volume: 65
  start-page: 103
  year: 2011
  end-page: 116
  ident: bib63
  article-title: Model averaging, missing data and multiple imputation: a case study for behavioural ecology
  publication-title: Behav. Ecol. Sociobiol.
– reference: R Core Team (2019). R (Version 3.6.1). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. URL
– volume: 29
  start-page: 61
  year: 2018
  end-page: 71
  ident: bib35
  article-title: Neural correlates of face processing in etiologically-distinct 12-month-old infants at high-risk of autism spectrum disorder
  publication-title: Dev. Cogn. Neurosci.
– volume: 4
  year: 2021
  ident: bib24
  article-title: Understanding mixed-effects models through data simulation
  publication-title: Adv. Methods Pract. Psychol. Sci.
– volume: 61
  start-page: 843
  year: 2019
  end-page: 858
  ident: bib73
  article-title: Emotion in motion: facial dynamics affect infants’ neural processing of emotions
  publication-title: Dev. Psychobiol.
– volume: 23
  start-page: 69
  year: 1988
  end-page: 86
  ident: bib43
  article-title: The impact of specification error on the estimation, testing, and improvement of structural equation models
  publication-title: Multivar. Behav. Res.
– volume: 41
  start-page: 308
  year: 2016
  end-page: 323
  ident: bib10
  article-title: Visual event-related potentials to novel objects predict rapid word learning ability in 20-month-olds
  publication-title: Dev. Neuropsychol.
– volume: 82
  start-page: 1
  year: 2017
  end-page: 26
  ident: bib49
  article-title: Lmertest package: tests in linear mixed effects models
  publication-title: J. Stat. Softw.
– volume: 3
  start-page: 275
  year: 2013
  end-page: 293
  ident: bib79
  article-title: Anatomically accurate head models and their derivatives for dense array EEG source localization
  publication-title: Funct. Neurol. Rehabil. Ergon.
– volume: 53
  start-page: 2528
  year: 2021
  end-page: 2543
  ident: bib47
  article-title: Estimating power in (generalized) linear mixed models: an open introduction and tutorial in R
  publication-title: Behav. Res. Methods
– volume: 54
  start-page: 114
  year: 2017
  end-page: 122
  ident: bib59
  article-title: Considering ERP difference scores as individual difference measures: issues with subtraction and alternative approaches
  publication-title: Psychophysiology
– volume: 64
  start-page: 260
  year: 2015
  end-page: 270
  ident: bib41
  article-title: Neural signatures of conscious and unconscious emotional face processing in human infants
  publication-title: Cortex
– volume: 55
  year: 2018
  ident: bib84
  article-title: Using trial-level data and multilevel modeling to investigate within-task change in event-related potentials
  publication-title: Psychophysiology
– reference: Lenth, R. (2021). Emmeans: Estimated marginal means, aka least-squares means.
– volume: 68
  start-page: 255
  year: 2013
  end-page: 278
  ident: bib5
  article-title: Random effects structure for confirmatory hypothesis testing: keep it maximal
  publication-title: J. Mem. Lang.
– reference: .
– reference: Psychology Software Tools, Inc. (2016). E-Prime (Version 3.0).
– volume: 86
  start-page: 877
  year: 2015
  end-page: 888
  ident: bib81
  article-title: The effects of parental behavior on infants’ neural processing of emotion expressions
  publication-title: Child Dev.
– volume: 38
  start-page: 1845
  year: 2011
  end-page: 1865
  ident: bib9
  article-title: Missing data techniques for multilevel data: implications of model misspecification
  publication-title: J. Appl. Stat.
– year: 2022
  ident: bib15
  publication-title: Mathematical Statistics with Resampling and R
– volume: 52
  start-page: 804
  year: 1981
  end-page: 811
  ident: bib20
  article-title: Event-related brain potentials to human faces in infants
  publication-title: Child Dev.
– volume: 24
  year: 2021
  ident: bib69
  article-title: Associations between brain and behavioral processing of facial expressions of emotion and sensory reactivity in young children
  publication-title: Dev. Sci.
– volume: 50
  start-page: 3702
  year: 2012
  end-page: 3712
  ident: bib42
  article-title: Electrophysiological evidence of early word learning
  publication-title: Neuropsychologia
– reference: actiCAP snap [Apparatus]. (2020). Gilching, Germany: Brain Products GmbH.
– volume: 45
  start-page: 1209
  year: 2004
  end-page: 1218
  ident: bib36
  article-title: Maternal personality and infants’ neural and visual responsivity to facial expressions of emotion
  publication-title: J. Child Psychol. Psychiatry
– volume: 32
  year: 2019
  ident: bib88
  article-title: Post hoc power analysis: is it an informative and meaningful analysis?
  publication-title: Gen. Psychiatry
– volume: 54
  year: 2022
  ident: bib38
  article-title: Utility of linear mixed effects models for event-related potential research with infants and children
  publication-title: Dev. Cogn. Neurosci.
– volume: 84
  start-page: 1392
  year: 2013
  end-page: 1406
  ident: bib34
  article-title: Visual attention to global and local stimulus properties in 6-month-old infants: individual differences and event-related potentials
  publication-title: Child Dev.
– reference: actiCHamp (64 channels) [Apparatus]. (2020). Gilching, Germany: Brain Products GmbH.
– volume: 8
  year: 2014
  ident: bib54
  article-title: ERPLAB: an open-source toolbox for the analysis of event-related potentials
  publication-title: Front. Hum. Neurosci.
– volume: 73
  start-page: 659
  issue: 1
  year: 2022
  ident: 10.1016/j.dcn.2025.101614_bib40
  article-title: Catching up on multilevel modeling
  publication-title: Annu. Rev. Psychol.
  doi: 10.1146/annurev-psych-020821-103525
– volume: 126
  start-page: 62
  year: 2019
  ident: 10.1016/j.dcn.2025.101614_bib26
  article-title: Emotion processing in the infant brain: the importance of local information
  publication-title: Neuropsychologia
  doi: 10.1016/j.neuropsychologia.2017.09.006
– volume: 29
  start-page: 61
  year: 2018
  ident: 10.1016/j.dcn.2025.101614_bib35
  article-title: Neural correlates of face processing in etiologically-distinct 12-month-old infants at high-risk of autism spectrum disorder
  publication-title: Dev. Cogn. Neurosci.
  doi: 10.1016/j.dcn.2017.03.002
– volume: 31
  start-page: 1
  issue: SI 1
  year: 2022
  ident: 10.1016/j.dcn.2025.101614_bib68
  article-title: ERPs studies of short- and long-term habituation in humans: a systematic review
  publication-title: Psykhe
– volume: 7
  start-page: 921
  issue: 4
  year: 2019
  ident: 10.1016/j.dcn.2025.101614_bib37
  article-title: Simulating duration data for the Cox model
  publication-title: Political Sci. Res. Methods
  doi: 10.1017/psrm.2018.19
– volume: 168
  start-page: 242
  issue: 3
  year: 2009
  ident: 10.1016/j.dcn.2025.101614_bib83
  article-title: The NimStim set of facial expressions: judgments from untrained research participants
  publication-title: Psychiatry Res.
  doi: 10.1016/j.psychres.2008.05.006
– volume: 4
  start-page: 87
  issue: 2
  year: 1997
  ident: 10.1016/j.dcn.2025.101614_bib31
  article-title: Effects of sample size and normality on the estimation of mediated effects in latent variable models
  publication-title: Struct. Equ. Model.
  doi: 10.1080/10705519709540063
– volume: 54
  start-page: 114
  issue: 1
  year: 2017
  ident: 10.1016/j.dcn.2025.101614_bib59
  article-title: Considering ERP difference scores as individual difference measures: issues with subtraction and alternative approaches
  publication-title: Psychophysiology
  doi: 10.1111/psyp.12664
– volume: 11
  start-page: 1141
  issue: 9
  year: 2020
  ident: 10.1016/j.dcn.2025.101614_bib77
  article-title: Robustness of linear mixed-effects models to violations of distributional assumptions
  publication-title: Methods Ecol. Evol.
  doi: 10.1111/2041-210X.13434
– volume: 73
  start-page: 242
  issue: 3
  year: 1966
  ident: 10.1016/j.dcn.2025.101614_bib67
  article-title: On noise in the nervous system
  publication-title: Psychol. Rev.
  doi: 10.1037/h0023240
– ident: 10.1016/j.dcn.2025.101614_bib58
– volume: 41
  start-page: 598
  issue: 4
  year: 2005
  ident: 10.1016/j.dcn.2025.101614_bib75
  article-title: Familiarization, attention, and recognition memory in infancy: an event-related potential and cortical source localization study
  publication-title: Dev. Psychol.
  doi: 10.1037/0012-1649.41.4.598
– volume: 50
  start-page: 303
  issue: 1
  year: 2020
  ident: 10.1016/j.dcn.2025.101614_bib45
  article-title: Beyond the hazard ratio: generating expected durations from the Cox proportional hazards model
  publication-title: Br. J. Political Sci.
  doi: 10.1017/S000712341700045X
– volume: 58
  year: 2020
  ident: 10.1016/j.dcn.2025.101614_bib65
  article-title: 14 challenges and their solutions for conducting social neuroscience and longitudinal EEG research with infants
  publication-title: Infant Behav. Dev.
  doi: 10.1016/j.infbeh.2019.101393
– ident: 10.1016/j.dcn.2025.101614_bib12
– volume: 68
  start-page: 255
  issue: 3
  year: 2013
  ident: 10.1016/j.dcn.2025.101614_bib5
  article-title: Random effects structure for confirmatory hypothesis testing: keep it maximal
  publication-title: J. Mem. Lang.
  doi: 10.1016/j.jml.2012.11.001
– volume: 54
  year: 2022
  ident: 10.1016/j.dcn.2025.101614_bib38
  article-title: Utility of linear mixed effects models for event-related potential research with infants and children
  publication-title: Dev. Cogn. Neurosci.
  doi: 10.1016/j.dcn.2022.101070
– volume: 34
  start-page: 85
  issue: 1
  year: 2009
  ident: 10.1016/j.dcn.2025.101614_bib27
  article-title: Emotional face processing and emotion regulation in children: an ERP study
  publication-title: Dev. Neuropsychol.
  doi: 10.1080/87565640802564887
– year: 2014
  ident: 10.1016/j.dcn.2025.101614_bib56
– volume: 5
  start-page: 467
  issue: 4
  year: 2002
  ident: 10.1016/j.dcn.2025.101614_bib19
  article-title: A developmental investigation of ERP auditory rhyming effects
  publication-title: Dev. Sci.
  doi: 10.1111/1467-7687.00241
– volume: 82
  start-page: 1
  issue: 13
  year: 2017
  ident: 10.1016/j.dcn.2025.101614_bib49
  article-title: Lmertest package: tests in linear mixed effects models
  publication-title: J. Stat. Softw.
  doi: 10.18637/jss.v082.i13
– year: 2022
  ident: 10.1016/j.dcn.2025.101614_bib15
– volume: 26
  start-page: 1508
  issue: 12
  year: 2011
  ident: 10.1016/j.dcn.2025.101614_bib13
  article-title: Event-related potentials to emotional stimuli in migrainous children
  publication-title: J. Child Neurol.
  doi: 10.1177/0883073811408905
– volume: 8
  start-page: 2047
  year: 2017
  ident: 10.1016/j.dcn.2025.101614_bib48
  article-title: Early adverse caregiving experiences and preschoolers’ current attachment affect brain responses during facial familiarity processing: an ERP study
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2017.02047
– volume: 1
  start-page: 57
  issue: 1
  year: 2011
  ident: 10.1016/j.dcn.2025.101614_bib33
  article-title: Genetic and neural dissociation of individual responses to emotional expressions in human infants
  publication-title: Dev. Cogn. Neurosci.
  doi: 10.1016/j.dcn.2010.07.001
– ident: 10.1016/j.dcn.2025.101614_bib72
– volume: 55
  issue: 5
  year: 2018
  ident: 10.1016/j.dcn.2025.101614_bib84
  article-title: Using trial-level data and multilevel modeling to investigate within-task change in event-related potentials
  publication-title: Psychophysiology
  doi: 10.1111/psyp.13044
– volume: 46
  start-page: 595
  issue: 2
  year: 2008
  ident: 10.1016/j.dcn.2025.101614_bib82
  article-title: The time course of social-emotional processing in early childhood: ERP responses to facial affect and personal familiarity in a Go-Nogo task
  publication-title: Neuropsychologia
  doi: 10.1016/j.neuropsychologia.2007.10.011
– ident: 10.1016/j.dcn.2025.101614_bib51
– volume: 24
  issue: 6
  year: 2021
  ident: 10.1016/j.dcn.2025.101614_bib69
  article-title: Associations between brain and behavioral processing of facial expressions of emotion and sensory reactivity in young children
  publication-title: Dev. Sci.
  doi: 10.1111/desc.13134
– volume: 45
  start-page: 17
  issue: 1
  year: 2009
  ident: 10.1016/j.dcn.2025.101614_bib61
  article-title: Early adverse experiences and the neurobiology of facial emotion processing
  publication-title: Dev. Psychol.
  doi: 10.1037/a0014035
– volume: 61
  start-page: 843
  issue: 6
  year: 2019
  ident: 10.1016/j.dcn.2025.101614_bib73
  article-title: Emotion in motion: facial dynamics affect infants’ neural processing of emotions
  publication-title: Dev. Psychobiol.
  doi: 10.1002/dev.21860
– volume: 9
  start-page: 207
  issue: 2
  year: 2006
  ident: 10.1016/j.dcn.2025.101614_bib7
  article-title: The development of emotional face processing during childhood
  publication-title: Dev. Sci.
  doi: 10.1111/j.1467-7687.2006.00480.x
– volume: 38
  start-page: 1845
  issue: 9
  year: 2011
  ident: 10.1016/j.dcn.2025.101614_bib9
  article-title: Missing data techniques for multilevel data: implications of model misspecification
  publication-title: J. Appl. Stat.
  doi: 10.1080/02664763.2010.529882
– ident: 10.1016/j.dcn.2025.101614_bib1
– volume: 5
  start-page: 287
  issue: 4
  year: 2012
  ident: 10.1016/j.dcn.2025.101614_bib46
  article-title: Metric learning: a survey
  publication-title: Found. Trends Mach. Learn.
  doi: 10.1561/2200000019
– volume: 118
  start-page: 2544
  issue: 12
  year: 2007
  ident: 10.1016/j.dcn.2025.101614_bib62
  article-title: The mismatch negativity (MMN) in basic research of central auditory processing: a review
  publication-title: Clin. Neurophysiol.
  doi: 10.1016/j.clinph.2007.04.026
– volume: 52
  start-page: 804
  issue: 3
  year: 1981
  ident: 10.1016/j.dcn.2025.101614_bib20
  article-title: Event-related brain potentials to human faces in infants
  publication-title: Child Dev.
  doi: 10.2307/1129080
– volume: 4
  issue: 1
  year: 2021
  ident: 10.1016/j.dcn.2025.101614_bib24
  article-title: Understanding mixed-effects models through data simulation
  publication-title: Adv. Methods Pract. Psychol. Sci.
– volume: 48
  start-page: 5
  issue: 1
  year: 2010
  ident: 10.1016/j.dcn.2025.101614_bib4
  article-title: An introduction to modern missing data analyses
  publication-title: J. Sch. Psychol.
  doi: 10.1016/j.jsp.2009.10.001
– volume: 63
  start-page: 152
  issue: 2
  year: 2022
  ident: 10.1016/j.dcn.2025.101614_bib11
  article-title: Infants’ neural responses to emotional faces are related to maternal anxiety
  publication-title: J. Child Psychol. Psychiatry
  doi: 10.1111/jcpp.13429
– volume: 19
  start-page: 1
  issue: 1
  year: 2024
  ident: 10.1016/j.dcn.2025.101614_bib86
  article-title: Parent emotionality is related to preschool children's neural responses to emotional faces
  publication-title: Soc. Cogn. Affect. Neurosci.
  doi: 10.1093/scan/nsad078
– volume: 20
  start-page: 1000
  issue: 5
  year: 1994
  ident: 10.1016/j.dcn.2025.101614_bib57
  article-title: Spatial filtering during visual search: evidence from human electrophysiology
  publication-title: J. Exp. Psychol. Hum. Percept. Perform.
  doi: 10.1037/0096-1523.20.5.1000
– volume: 70
  year: 2024
  ident: 10.1016/j.dcn.2025.101614_bib60
  article-title: Leveraging mixed-effects location scale models to assess the ERP mismatch negativity’s psychometric properties and trial-by-trial neural variability in toddler-mother dyads
  publication-title: Dev. Cogn. Neurosci.
  doi: 10.1016/j.dcn.2024.101459
– volume: 32
  issue: 4
  year: 2019
  ident: 10.1016/j.dcn.2025.101614_bib88
  article-title: Post hoc power analysis: is it an informative and meaningful analysis?
  publication-title: Gen. Psychiatry
– volume: 124
  start-page: 87
  year: 2017
  ident: 10.1016/j.dcn.2025.101614_bib16
  article-title: Conflict and performance monitoring throughout the lifespan: an event-related potential (ERP) and temporospatial component analysis
  publication-title: Biol. Psychol.
  doi: 10.1016/j.biopsycho.2017.01.012
– volume: 37
  start-page: 610
  issue: 4
  year: 2013
  ident: 10.1016/j.dcn.2025.101614_bib32
  article-title: Moment-to-moment brain signal variability: a next frontier in human brain mapping?
  publication-title: Neurosci. Biobehav. Rev.
  doi: 10.1016/j.neubiorev.2013.02.015
– volume: 134
  start-page: 9
  issue: 1
  year: 2004
  ident: 10.1016/j.dcn.2025.101614_bib25
  article-title: EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis
  publication-title: J. Neurosci. Methods
  doi: 10.1016/j.jneumeth.2003.10.009
– volume: 29
  start-page: 386
  issue: 3
  year: 2006
  ident: 10.1016/j.dcn.2025.101614_bib71
  article-title: Measurement of fine-grained aspects of toddler temperament: the early childhood behavior questionnaire
  publication-title: Infant Behav. Dev.
  doi: 10.1016/j.infbeh.2006.01.004
– volume: 22
  issue: 3
  year: 2019
  ident: 10.1016/j.dcn.2025.101614_bib87
  article-title: Neural correlates of facial emotion processing in infancy
  publication-title: Dev. Sci.
  doi: 10.1111/desc.12758
– start-page: 760
  year: 2016
  ident: 10.1016/j.dcn.2025.101614_bib53
  article-title: Missing data
– volume: 86
  start-page: 877
  issue: 3
  year: 2015
  ident: 10.1016/j.dcn.2025.101614_bib81
  article-title: The effects of parental behavior on infants’ neural processing of emotion expressions
  publication-title: Child Dev.
  doi: 10.1111/cdev.12348
– volume: 42
  start-page: 148
  issue: 2
  year: 2003
  ident: 10.1016/j.dcn.2025.101614_bib14
  article-title: Age-related differences in neural correlates of face recognition during the toddler and preschool years
  publication-title: Dev. Psychobiol.
  doi: 10.1002/dev.10078
– start-page: 121
  year: 2010
  ident: 10.1016/j.dcn.2025.101614_bib23
  article-title: Using ICA for the analysis of multi-channel EEG data
– ident: 10.1016/j.dcn.2025.101614_bib2
– volume: 47
  start-page: 697
  issue: 4
  year: 2010
  ident: 10.1016/j.dcn.2025.101614_bib8
  article-title: Measurement of mismatch negativity in individuals: a study using single-trial analysis
  publication-title: Psychophysiology
– volume: 309
  start-page: 13
  year: 2018
  ident: 10.1016/j.dcn.2025.101614_bib44
  article-title: SEREEGA: simulating event-related EEG activity
  publication-title: J. Neurosci. Methods
  doi: 10.1016/j.jneumeth.2018.08.001
– volume: 32
  start-page: 305
  issue: 4
  year: 2010
  ident: 10.1016/j.dcn.2025.101614_bib80
  article-title: Eye contact and emotional face processing in 6-month-old infants: advanced statistical methods applied to event-related potentials
  publication-title: Brain Dev.
  doi: 10.1016/j.braindev.2009.04.001
– volume: 53
  start-page: 2528
  issue: 6
  year: 2021
  ident: 10.1016/j.dcn.2025.101614_bib47
  article-title: Estimating power in (generalized) linear mixed models: an open introduction and tutorial in R
  publication-title: Behav. Res. Methods
  doi: 10.3758/s13428-021-01546-0
– volume: 78
  start-page: 232
  issue: 1
  year: 2007
  ident: 10.1016/j.dcn.2025.101614_bib52
  article-title: An ERP study of emotional face processing in the adult and infant brain
  publication-title: Child Dev.
  doi: 10.1111/j.1467-8624.2007.00994.x
– volume: 67
  start-page: 1
  issue: 1
  year: 2015
  ident: 10.1016/j.dcn.2025.101614_bib6
  article-title: Fitting linear mixed-effects models using lme4
  publication-title: J. Stat. Softw.
  doi: 10.18637/jss.v067.i01
– volume: 36
  year: 2019
  ident: 10.1016/j.dcn.2025.101614_bib29
  article-title: ERP evidence of semantic processing in children with ASD
  publication-title: Dev. Cogn. Neurosci.
  doi: 10.1016/j.dcn.2019.100640
– volume: 58
  issue: 4
  year: 2021
  ident: 10.1016/j.dcn.2025.101614_bib17
  article-title: Evaluating the internal consistency of subtraction-based and residualized difference scores: considerations for psychometric reliability analyses of event-related potentials
  publication-title: Psychophysiology
  doi: 10.1111/psyp.13762
– volume: 8
  issue: 4
  year: 2018
  ident: 10.1016/j.dcn.2025.101614_bib50
  article-title: Model misspecification and assumption violations with the linear mixed model: a meta-analysis
  publication-title: Sage Open
  doi: 10.1177/2158244018820380
– ident: 10.1016/j.dcn.2025.101614_bib70
– volume: 50
  start-page: 3702
  issue: 14
  year: 2012
  ident: 10.1016/j.dcn.2025.101614_bib42
  article-title: Electrophysiological evidence of early word learning
  publication-title: Neuropsychologia
  doi: 10.1016/j.neuropsychologia.2012.10.012
– year: 2005
  ident: 10.1016/j.dcn.2025.101614_bib55
  article-title: Ten simple rules for designing ERP experiments
– volume: 4
  start-page: 134
  issue: 2
  year: 2009
  ident: 10.1016/j.dcn.2025.101614_bib66
  article-title: Emergence of enhanced attention to fearful faces between 5 and 7 months of age
  publication-title: Soc. Cogn. Affect. Neurosci.
  doi: 10.1093/scan/nsn046
– ident: 10.1016/j.dcn.2025.101614_bib3
– volume: 162
  start-page: 145
  year: 2021
  ident: 10.1016/j.dcn.2025.101614_bib85
  article-title: Using multilevel models for the analysis of event-related potentials
  publication-title: Int. J. Psychophysiol.
  doi: 10.1016/j.ijpsycho.2021.02.006
– volume: 42
  start-page: 1
  issue: 8
  year: 2011
  ident: 10.1016/j.dcn.2025.101614_bib39
  article-title: MatchIt: nonparametric preprocessing for parametric causal inference
  publication-title: J. Stat. Softw.
  doi: 10.18637/jss.v042.i08
– ident: 10.1016/j.dcn.2025.101614_bib74
– ident: 10.1016/j.dcn.2025.101614_bib78
– volume: 41
  start-page: 308
  issue: 5–8
  year: 2016
  ident: 10.1016/j.dcn.2025.101614_bib10
  article-title: Visual event-related potentials to novel objects predict rapid word learning ability in 20-month-olds
  publication-title: Dev. Neuropsychol.
  doi: 10.1080/87565641.2016.1243111
– volume: 84
  start-page: 1392
  issue: 4
  year: 2013
  ident: 10.1016/j.dcn.2025.101614_bib34
  article-title: Visual attention to global and local stimulus properties in 6-month-old infants: individual differences and event-related potentials
  publication-title: Child Dev.
  doi: 10.1111/cdev.12053
– year: 2024
  ident: 10.1016/j.dcn.2025.101614_bib21
  article-title: Workshop on data simulation & power analysis
  publication-title: ManyBabies Data Simul. Power Anal.
– volume: 7
  start-page: 555
  issue: 6
  year: 2022
  ident: 10.1016/j.dcn.2025.101614_bib18
  article-title: Understanding the error in psychopathology: notable intraindividual differences in neural variability of performance monitoring
  publication-title: Biolog. Psychiatry Cog. Neurosci. Neuroimag.
– volume: 25
  start-page: 88
  issue: 1
  year: 2020
  ident: 10.1016/j.dcn.2025.101614_bib30
  article-title: A model-based imputation procedure for multilevel regression models with random coefficients, interaction effects, and nonlinear terms
  publication-title: Psychol. Methods
  doi: 10.1037/met0000228
– volume: 23
  start-page: 69
  issue: 1
  year: 1988
  ident: 10.1016/j.dcn.2025.101614_bib43
  article-title: The impact of specification error on the estimation, testing, and improvement of structural equation models
  publication-title: Multivar. Behav. Res.
  doi: 10.1207/s15327906mbr2301_4
– volume: 110
  year: 2020
  ident: 10.1016/j.dcn.2025.101614_bib76
  article-title: How to capitalize on a priori contrasts in linear (mixed) models: a tutorial
  publication-title: J. Mem. Lang.
  doi: 10.1016/j.jml.2019.104038
– volume: 45
  start-page: 1209
  issue: 7
  year: 2004
  ident: 10.1016/j.dcn.2025.101614_bib36
  article-title: Maternal personality and infants’ neural and visual responsivity to facial expressions of emotion
  publication-title: J. Child Psychol. Psychiatry
  doi: 10.1111/j.1469-7610.2004.00320.x
– volume: 73
  start-page: 700
  issue: 3
  year: 2002
  ident: 10.1016/j.dcn.2025.101614_bib22
  article-title: Neural correlates of face and object recognition in young children with autism spectrum disorder, developmental delay, and typical development
  publication-title: Child Dev.
  doi: 10.1111/1467-8624.00433
– volume: 19
  start-page: 322
  issue: 6
  year: 2015
  ident: 10.1016/j.dcn.2025.101614_bib28
  article-title: Neural variability: friend or foe?
  publication-title: Trends Cogn. Sci.
  doi: 10.1016/j.tics.2015.04.005
– start-page: 269
  year: 1994
  ident: 10.1016/j.dcn.2025.101614_bib64
  article-title: Neural correlates of recognition memory in the first postnatal year
– volume: 3
  start-page: 275
  issue: 2–3
  year: 2013
  ident: 10.1016/j.dcn.2025.101614_bib79
  article-title: Anatomically accurate head models and their derivatives for dense array EEG source localization
  publication-title: Funct. Neurol. Rehabil. Ergon.
– volume: 65
  start-page: 103
  issue: 1
  year: 2011
  ident: 10.1016/j.dcn.2025.101614_bib63
  article-title: Model averaging, missing data and multiple imputation: a case study for behavioural ecology
  publication-title: Behav. Ecol. Sociobiol.
  doi: 10.1007/s00265-010-1044-7
– volume: 64
  start-page: 260
  year: 2015
  ident: 10.1016/j.dcn.2025.101614_bib41
  article-title: Neural signatures of conscious and unconscious emotional face processing in human infants
  publication-title: Cortex
  doi: 10.1016/j.cortex.2014.11.007
– volume: 8
  year: 2014
  ident: 10.1016/j.dcn.2025.101614_bib54
  article-title: ERPLAB: an open-source toolbox for the analysis of event-related potentials
  publication-title: Front. Hum. Neurosci.
  doi: 10.3389/fnhum.2014.00213
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