Functional Specificity and Sex Differences in the Neural Circuits Supporting the Inhibition of Automatic Imitation
Open accessAbstract
Humans show an involuntary tendency to copy other people's actions. Although automatic imitation builds rapport and affiliation between individuals, we do not copy actions indiscriminately. Instead, copying behaviors are guided by a selection mechanism, which inhibits some actions and prioritizes others. To date, the neural underpinnings of the inhibition of automatic imitation and differences between the sexes in imitation control are not well understood. Previous studies involved small sample sizes and low statistical power, which produced mixed findings regarding the involvement of domain-general and domain-specific neural architectures. Here, we used data from Experiment 1 ( N = 28) to perform a power analysis to determine the sample size required for Experiment 2 ( N = 50; 80% power). Using independent functional localizers and an analysis pipeline that bolsters sensitivity, during imitation control we show clear engagement of the multiple-demand network (domain-general), but no sensitivity in the theory-of-mind network (domain-specific). Weaker effects were observed with regard to sex differences, suggesting that there are more similarities than differences between the sexes in terms of the neural systems engaged during imitation control. In summary, neurocognitive models of imitation require revision to reflect that the inhibition of imitation relies to a greater extent on a domain-general selection system rather than a domain-specific system that supports social cognition.
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TL;DR
Across two fMRI experiments with higher power and functional localizers, inhibition of automatic imitation engaged the domain-general multiple-demand (MD) network but not the theory-of-mind (ToM) network. Behavioral sex differences appeared for spatial but not imitative compatibility, while neural sex differences in MD/ToM networks were not robust.
Key findings
- In Experiment 2, all 16 MD fROIs showed spatial compatibility effects surviving FDR correction (p < .05); none of the 16 MD fROIs showed imitative compatibility surviving FDR correction, though five (bilateral IPL, bilateral IPS, right IFG) did at uncorrected p < .05. No ToM fROIs showed spatial or imitative compatibility even uncorrected. Mean percent signal change: MD spatial 0.70 (SD = 1.66, d = 0.42), MD imitative 0.54 (SD = 2.06, d = 0.26); ToM spatial −0.16 (SD = 1.88, d = −0.08), ToM imitative −0.32 (SD = 2.02, d = −0.16).
- Behavior: Experiment 1 general compatibility effect mean = 80.02 ms (SE = 8.19), t(27) = 9.77, p ≤ .001, dz = 1.85; no sex difference, t(26) = 1.114, p = .138, d = 0.42. Experiment 2 spatial compatibility mean = 41.94 ms (SE = 2.87), t(54) = 14.618, p ≤ .001, dz = 1.97, with female > male (50.98 vs. 33.20 ms; t(53) = −3.38, p < .001, d = 0.91); imitative compatibility mean = 15.37 ms (SE = 2.86), t(54) = 5.37, p < .001, dz = 0.72, with no sex difference, t(53) = 0.09, p = .465, d = 0.02.
- Neural sex differences: no sex differences in ToM or MD networks in either experiment; Experiment 1 Sex × Compatibility clusters in left SPL extending into postcentral gyrus and cerebellum did not overlap MD/ToM networks; Experiment 2 no fROI sex difference survived correction (right SPL spatial p = .062).
- Power: Experiment 1 N = 28 was used to power Experiment 2; 50 participants provided 80% power to detect the MD average effect (d = 0.4, mean signal change = 0.23, SD = 0.58). Experiment 2 final fMRI sample was 50 (24 female) after exclusions.
Methods
- Two fMRI experiments. Experiment 1: N = 28 (M age = 23.96, SD = 5.52; 14 women), imitation inhibition task based on Brass et al. (2000), whole-brain group analysis; used for power analysis. Experiment 2: recruited 55 (M age = 22.04, SD = 3.70; 27 women), final fMRI sample 50 (M age = 22.26, SD = 3.71; 24 female); modified imitation task dissociating spatial and imitative compatibility, plus independent MD (verbal working memory hard > easy) and ToM (false belief > false photograph) localizers.
- Behavioral RT analyses used one-sample t tests and one-tailed independent-samples t tests for sex. fMRI data were preprocessed in SPM-8 on a 3-T Philips scanner; analyses included group-level whole-brain contrasts and group-constrained subject-specific fROI analyses using top 10% of voxels within MD/ToM parcels, with FDR correction (p < .05) for fROIs.
Limitations
- Stated: the primary limitation is a relatively simple univariate model of brain organization; only MD and ToM networks were identified, so regions outside these networks may contribute to imitation inhibition or mediate sex differences, and whole-brain analyses only tested univariate engagement outside fROIs.
- Stated: the fROI approach depends on localizer assumptions; different ToM localizers may engage partly nonoverlapping aspects of the ToM network, so conclusions are limited to the localizer paradigms used.
- Stated/evident: task order in Experiment 2 could have influenced results (ToM localizer always last; MD localizer interspersed), though the authors note Experiment 1 produced the same results when the MD task was not performed before imitation. Also stated/evident: sex-difference analyses were underpowered relative to compatibility effects, so the null neural sex differences should be interpreted cautiously.
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Claims the paper makes
37 of 85 cited sources checked · 30 supported · 0 flagged · accuracy not yet measured
- Premisecitation
To measure imitation interference independent of spatial compatibility effects, spatial and imitative processes need to be dissociated.
“To measure imitation interference independent of spatial compatibility effects, spatial and imitative processes need to be dissociated (Gowen, Bolton, & Poliakoff, 2016;Marsh et al., 2016;Boyer, Longo, & Bertenthal, 2012;Cooper, Catmur, & Heyes, 2012;Catmur & Heyes, 2011;Wiggett, Hudson, Tipper, & Downing, 2011;Bertenthal, Longo, & Kosobud, 2006).”
Quote in the paperSubstantial claim2 of 3 sources checked - Premisecitation
A number of studies showed engagement of regions associated with the MD network, including dorsal frontoparietal cortex, supplementary motor area, and anterior insula, during imitation control.
“In addition, a number of studies showed engagement of regions associated with the MD network, including dorsal frontoparietal cortex, supplementary motor area (SMA) and anterior insula (Marsh, Bird, & Catmur, 2016;Cross & Iacoboni, 2013;Mengotti, Corradi-Dell'Acqua, & Rumiati, 2012;Crescentini, Mengotti, Grecucci, & Rumiati, 2011;Bien, Roebroeck, Goebel, & Sack, 2009).”
Quote in the paperNot a substantial claim2 of 3 sources checked- cites Marsh, Bird, & Catmur, 2016 source
The “Effects of imitative compatibility” section (page not provided) reports activation in the inferior parietal lobule and a cluster extending to dorsal premotor cortex during imitatively incompatible trials. It does not report supplementary motor area or anterior insula activation, and the “fMRI results” section distinguishes the imitation-control network from regions recruited by spatial compatibility alone. (LLM, conf=0.85)
Experimental — accuracy not yet measured - cites Cross & Iacoboni, 2013 source
The Discussion reports anterior insula/frontal operculum involvement in imitation control, consistent with several previous studies. The paper does not identify that activity as part of an MD network or report supplementary motor area engagement in imitation control; it describes a frontoparietal network in the Results in relation to action observation and imitation cues, not as the claimed dorsal frontoparietal imitation-control network. Page numbers were not available in our copy. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Mengotti, Corradi-Dell'Acqua, & Rumiati, 2012 source
- Premisecitation
A recent study using an RT measure of imitation inhibition showed that female individuals showed a greater level of interference than male individuals.
“A recent study that used an RT measure of imitation inhibition (Brass et al., 2000) showed that female individuals showed a greater level of interference than male individuals (Butler et al., 2015).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Butler et al., 2015 source
- Premisecitation
Studies of sex differences in social cognition have mainly focused on emotional expression perception and mental state reasoning with little emphasis placed on imitation.
“Furthermore, studies of sex differences in social cognition have mainly focused on emotional expression perception and mental state reasoning with little emphasis placed on imitation (Krach et al., 2009;Russell, Tchanturia, Rahman, & Schmidt, 2007;Rahman, Wilson, & Abrahams, 2004;Campbell et al., 2002;Thayer & Johnsen, 2000).”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Krach et al., 2009 source
The Background (page unavailable) identifies this as a study of sex differences in mentalizing, supporting its use as an example of research on mental-state reasoning. It does not establish that studies of sex differences in social cognition have mainly focused on emotional-expression perception and mental-state reasoning, or that imitation has received little emphasis. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Russell, Tchanturia, Rahman, & Schmidt, 2007 source
- cites Rahman, Wilson, & Abrahams, 2004 source
- Premisecitation
Evidence to date suggests that there is no link between imitation, as measured by RTs, and empathy.
“However, even though empathy has been associated with different types of imitation paradigms (Müller, Leeuwen, Baaren, Bekkering, & Dijksterhuis, 2013;Sonnby-Borgström, Jönsson, & Svensson, 2003;Sonnby-Borgström, 2002;Chartrand & Bargh, 1999), the evidence to date suggests that there is no link between imitation, as measured by RTs, and empathy (Genschow et al., 2017;Butler et al., 2015).”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Genschow et al., 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Butler et al., 2015 source
- Premisecitation
Behavioral research has shown that imitative tendencies vary as a function of sex.
“even though behavioral research has shown that imitative tendencies vary as a function of sex (Butler, Ward, & Ramsey, 2015;Sonnby-Borgström, Jönsson, & Svensson, 2008;Dimberg & Lundquist, 1990).”
Quote in the paperSubstantial claim2 of 3 sources checked - Premisecitation
In many circumstances, imitation is maladaptive and requires inhibition.
“For example, in many circumstances, imitation is maladaptive and requires inhibition (Cross & Iacoboni, 2014;Cross, Torrisi, Losin, & Iacoboni, 2013;van Schie, van Waterschoot, & Bekkering, 2008;Newman-Norlund, van Schie, van Zuijlen, & Bekkering, 2007).”
Quote in the paperSubstantial claim3 of 3 sources checked - Premisecitation
The hard > easy contrast in the verbal working memory task has been found to robustly activate regions of the MD network.
“The hard > easy contrast has been found to robustly activate regions of the MD network (Fedorenko et al., 2011(Fedorenko et al., , 2013)).”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites Fedorenko et al., 2011 source
The Materials and Methods describe a hard-versus-easy verbal working-memory task, and the Results report robust activation from each nonlinguistic task in brain regions near the language ROIs (page not provided). The paper does not identify those verbal-working-memory activations specifically as regions of the MD network, so that part of the claim is not established by our copy. (LLM, conf=0.81)
Experimental — accuracy not yet measured - cites Fedorenko et al., 2013 source
- Premisecitation
Because of a constrained search volume, fROI analyses typically have higher statistical power than whole-brain analyses.
“In addition, because of a constrained search volume, fROI analyses typically have higher statistical power than whole-brain analyses (Fedorenko, Hsieh, Nieto-Castañón, Whitfield-Gabrieli, & Kanwisher, 2010;Saxe, Brett, & Kanwisher, 2006).”
Quote in the paperSubstantial claim1 of 2 sources checked - Interpretationown data
Brain regions engaged in a verbal WM task, associated with the MD network, are also engaged during spatial and imitative conflict resolution.
“Our findings show that brain regions that are engaged in a verbal WM task, which are associated with the operation of the MD network (Fedorenko et al., 2013;Duncan, 2010), are also engaged during spatial and imitative conflict resolution.”
Quote in the paperSubstantial claim1 of 2 sources checked - Interpretationown data
Brain regions engaged in a belief reasoning task, associated with the ToM network, show no engagement during the inhibition of imitation.
“By contrast, brain regions that are engaged in a belief reasoning task, which are associated with the operation of the ToM network ( Van Overwalle, 2009;Saxe & Kanwisher, 2003;Frith & Frith, 1999), show no engagement during the inhibition of imitation.”
Quote in the paperSubstantial claim1 of 3 sources checked - Interpretationcitation
This result extends prior behavioral research on sex differences, which did not separate spatial (or orthogonal spatial) from imitative responses in imitation control.
“This result extends prior behavioral research on sex differences, which did not separate spatial (or orthogonal spatial) from imitative responses in imitation control (Genschow et al., 2017;Butler et al., 2015).”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Genschow et al., 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Butler et al., 2015 source
- Premisecitation
Female individuals experience greater interference than male individuals in multiple inhibitory control tasks.
“Female individuals experience greater interference than male individuals in multiple inhibitory control tasks.”
Quote in the paperNot a substantial claim1 of 2 sources checked - Findingown data
There was no significant difference between male and female individuals in any of the MD network fROIs showing imitative compatibility effects (ts < 1.5, ps > .08).
“There was no significant difference between male and female individuals in any of these fROIs (ts < 1.5, ps > .08;see Figure 7B).”
Quote in the paperNot a substantial claim - Findingown data
A one-sample t test confirmed a general compatibility effect in Experiment 1 (mean = 80.02, SE = 8.19), t(27) = 9.77, p ≤ .001, 95% CI (63.22, 96.82), Cohen's d z = 1.85.
“A one-sample t test confirmed a general compatibility effect (mean = 80.02, SE = 8.19), t(27) = 9.77, p ≤ .001,95% CI (63.22,96.82), Cohen's d z = 1.85.”
Quote in the paperSubstantial claim - Findingown data
The Sex × Compatibility interaction revealed clusters in left SPL extending into postcentral gyrus and a further cluster in the cerebellum.
“The Sex × Compatibility interaction revealed clusters in left SPL extending into postcentral gyrus and a further cluster in the cerebellum (Figure 4B; Table 2B).”
Quote in the paperSubstantial claim - Findingown data
Weaker effects were observed with regard to sex differences.
“Weaker effects were observed with regard to sex differences, suggesting that there are more similarities than differences between the sexes in terms of the neural systems engaged during imitation control.”
Quote in the paperSubstantial claim - Findingown data
All fROIs showed the predicted responses to the localizer contrasts.
“All fROIs showed the predicted responses to the localizer contrasts (as estimated using data not used for defining ROIs; see Methods).”
Quote in the paperSubstantial claim - Findingown data
rTPJ showed a spatial compatibility effect that approached significance (p = .065).
“rTPJ showed a spatial compatibility effect that approached significance ( p = .065).”
Quote in the paperNot a substantial claim - Findingown data
During imitation control, there is no sensitivity in the theory-of-mind network (domain-specific).
“Using independent functional localizers and an analysis pipeline that bolsters sensitivity, during imitation control we show clear engagement of the multiple-demand network (domain-general), but no sensitivity in the theory-of-mind network (domain-specific).”
Quote in the paperSubstantial claim - Findingown data
A one-tailed independent samples t test evidenced a greater spatial interference effect for female individuals (mean = 50.98, SE = 3.67) as compared with male individuals (mean = 33.20, SE = 3.75), t(53) = -3.38, p < .001, mean difference = 17.76, 95% CI (8.91); Cohen's d = 0.91.
“A one-tailed independent samples t test evidenced a greater spatial interference effect for female individuals (mean = 50.98,SE = 3.67) as compared with male individuals (mean = 33.20,SE = 3.75), t(53) = -3.38,p < .001,mean difference = 17.76, 95% CI (8.91); Cohen's d = 0.91.”
- Also stated in: § DISCUSSION · plain
“Furthermore, in terms of behavior, female individuals showed a higher spatial but not imitative compatibility effect than male individuals.”
Quote in the paperSubstantial claim - Also stated in: § DISCUSSION · plain
- Findingown data
ToM network fROIs showed a robust belief > photo effect (ts > 5.70, ps < .0001).
“All the MD network fROIs showed a robust hard > easy effect (ts > 9.13, ps < .0001),and ToM network fROIs showed a robust belief > photo effect (ts > 5.70, ps < .0001).”
Quote in the paperSubstantial claim - Findingown data
Anterior mPFC did not show the general compatibility effect even at the more lenient threshold.
“Anterior mPFC did not show the general compatibility effect even at this more lenient threshold.”
Quote in the paperSubstantial claim - Findingown data
In a whole-brain analysis, compatibility effects (general incompatible > general compatible) were observed in dorsomedial frontal cortex and bilaterally in dorsolateral frontal and parietal cortices.
“In a whole-brain analysis, compatibility effects (general incompatible > general compatible) were observed in dorsomedial frontal cortex and bilaterally in dorsolateral frontal and parietal cortices (Figure 4A; Table 2A).”
Quote in the paperSubstantial claim - Findingown data
A one-sample t test confirmed a spatial compatibility effect in Experiment 2 (mean = 41.94, SE = 2.87), t(54) = 14.618, p ≤ .001, 95% CI (36.19, 47.69), Cohen's d z = 1.97.
“A one-sample t test confirmed a spatial compatibility effect (mean = 41.94,SE = 2.87), t(54) = 14.618, p ≤ .001,95% CI (36.19, 47.69), Cohen's d z = 1.97.”
Quote in the paperSubstantial claim - Findingown data
During imitation control, there is clear engagement of the multiple-demand network (domain-general).
“Using independent functional localizers and an analysis pipeline that bolsters sensitivity, during imitation control we show clear engagement of the multiple-demand network (domain-general), but no sensitivity in the theory-of-mind network (domain-specific).”
Quote in the paperSubstantial claim - Findingown data
None of the 16 MD network fROIs showed an imitative compatibility effect that survived correction for multiple comparisons (all ps > .05, FDR-corrected).
“None of the 16 MD network fROIs showed an imitative compatibility effect, which All MD network fROIs were sensitive to spatial compatibility effects (FDR-corrected, p < .05).”
Quote in the paperSubstantial claim - Findingown data
There was no significant difference between male individuals (mean = 15.62, SE = 4.39) and female individuals (mean = 15.11, SE = 3.73) in the imitative compatibility effect in Experiment 2, t(53) = 0.09, p = .465, mean difference = -0.51, 95% CI (-10.18), Cohen's d = 0.02.
“There was no significant difference between male individuals (mean = 15.62,SE = 4.39) and female individuals (mean = 15.11,SE = 3.73), t(53) = 0.09, p = .465,mean difference = -0.51,95% CI (-10.18),Cohen's d = 0.02.”
Quote in the paperSubstantial claim - Findingown data
A one-sample t test showed a significant imitative compatibility effect in Experiment 2 (mean = 15.37, SE = 2.86), t(54) = 5.37, p < .001, 95% CI (9.63, 21.11), Cohen's d z = 0.72.
“A one-sample t test showed a significant imitative compatibility effect (mean = 15.37,SE = 2.86), t(54) = 5.37, p < .001,95% CI (9.63, 21.11), Cohen's d z = 0.72.”
Quote in the paperSubstantial claim - Findingown data
A one-tailed independent samples t test showed no differences between male and female individuals in the general compatibility effect in Experiment 1 (t(26) = 1.114, p = .138, Cohen's d = 0.42).
“A onetailed independent samples t test showed no differences between male individuals (mean = 70.94,SE = 13.30) and female individuals (mean = 89.10,SE = 9.43), t(26) = 1.114, p = .138,95% mean difference = 18.16,CI (-9.64),Cohen's d = 0.42.”
Quote in the paperNot a substantial claim - Findingown data
None of the ToM network fROIs showed imitative (ts < 1.3, ps > .50) or spatial (ts < 1.6, ps > .06) compatibility effects, even at an uncorrected significance threshold.
“None of the ToM network fROIs showed imitative (ts < 1.3, ps > .50)or spatial (ts < 1.6, ps > .06)compatibility effects, even at an uncorrected significance threshold (Figure 6B, Table 4).”
Quote in the paperSubstantial claim - Findingown data
All MD network fROIs showed a robust hard > easy effect (ts > 9.13, ps < .0001).
“All the MD network fROIs showed a robust hard > easy effect (ts > 9.13, ps < .0001),and ToM network fROIs showed a robust belief > photo effect (ts > 5.70, ps < .0001).”
Quote in the paperSubstantial claim - Findingown data
The mean percent signal change across the MD network for spatial compatibility was 0.70, SD = 1.66, Cohen's d = 0.42.
“The mean percent signal change across the MD network for spatial compatibility was 0.70, SD = 1.66,Cohen's d = 0.42.”
Quote in the paperNot a substantial claim - Findingown data
The mean percent signal change across the MD network for imitative compatibility was 0.54, SD = 2.06, Cohen's d = 0.26.
“The mean percent signal change across the MD network for imitative compatibility was 0.54, SD = 2.06, Cohen's d = 0.26.”
Quote in the paperNot a substantial claim - Findingown data
Five MD network fROIs showed an imitative compatibility effect at an uncorrected threshold (ts > 1.95, ps < .05), including bilateral IPL, bilateral IPS, and the right IFG.
“Five MD network fROIs showed an imitative compatibility effect at an uncorrected threshold (ts > 1.95, ps < .05).These fROIs include bilateral IPL, bilateral IPS, and the right IFG (Figure 6A, Table 3).”
Quote in the paperNot a substantial claim - Findingown data
Using the MD network SVC, results showed widespread activation of frontal and parietal regions, which survived correction for multiple comparisons.
“Using the MD network SVC, results showed widespread activation of frontal and parietal regions, which survived correction for multiple comparisons (Figure 4A, Ci).”
Quote in the paperSubstantial claim - Findingown data
The neuroimaging data demonstrated no sex differences in the ToM or MD networks in either experiment.
“The neuroimaging data, however, demonstrated no sex differences in the ToM or MD networks in either experiment.”
Quote in the paperSubstantial claim - Findingown data
In the imitation inhibition task (Experiment 1), the general compatibility effect (incompatible > compatible) produced clusters in the dorsal frontoparietal cortices.
“Clusters emerged in the dorsal frontoparietal cortices.”
Quote in the paperSubstantial claim - Findingown data
None of the fROIs showed a sex difference in imitative or spatial compatibility that survived correction for multiple comparisons.
“None of the fROIs showed a sex difference either in imitative or spatial compatibility that survived correction for multiple comparisons.”
Quote in the paperSubstantial claim - Findingown data
No ToM network fROIs showed engagement for either spatial or imitative compatibility effects.
“No ToM network fROIs showed engagement for either spatial or imitative compatibility effects.”
Quote in the paperSubstantial claim - Findingown data
We did get the same results in Experiment 1, when the MD task was not performed before the imitation task.
“This being said, we did get the same results in Experiment 1, when the MD task was not performed before the imitation task.”
Quote in the paperSubstantial claim - Findingown data
All MD network fROIs were sensitive to spatial compatibility effects (FDR-corrected, p < .05).
“All MD network fROIs were sensitive to spatial compatibility effects (FDR-corrected, p < .05).”
Quote in the paperSubstantial claim - Findingown data
MD network parcels overlapped with the Sex × Compatibility interaction.
“The MD network parcels were overlapped with the general compatibility effect (C(i)) and the Sex × Compatibility interaction (C(ii)).”
Quote in the paperSubstantial claim - Findingown data
Bilateral IPL, bilateral IPS, and the right IFG showed a significant response for imitative compatibility effects at an uncorrected threshold of p < .001.
“Bilateral IPL, bilateral IPS, and the right IFG showed a significant response for imitative compatibility effects, but at an uncorrected threshold of p < .001.”
Quote in the paperSubstantial claim - Findingown data
MD network parcels overlapped with regions engaged by the general compatibility effect.
“An overlap was found between MD parcels and regions engaged by the general compatibility effect.”
Quote in the paperSubstantial claim - Findingown data
No overlapping regions were found between the ToM network and regions engaged by the general compatibility effect or by the Sex × Compatibility interaction.
“No overlapping regions were found for the ToM network and regions engaged for the general compatibility effect or for the Sex × Compatibility interaction.”
Quote in the paperSubstantial claim - Premisecitation
Sex differences have been found on a wide range of inhibitory control tasks, including flanker, gaze cueing, arrow cueing, oddball, and Simon tasks, wherein female individuals require more cognitive resources than male individuals to inhibit automatic response tendencies.
“More generally, sex differences have been found on a wide range of inhibitory control tasks, including flanker, gaze cueing, arrow cueing, oddball, and Simon tasks, wherein female individuals have been shown to require more cognitive resources than male individuals to inhibit automatic response tendencies (Figure 1; Stoet, 2010Stoet, , 2017;;Clayson, Clawson, & Larson, 2011;Rubia, Hyde, Halari, Gi”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Stoet, 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Stoet, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Clayson, Clawson, & Larson, 2011 source
- Premisecitation
The most common measure of imitation interference is confounded by spatial compatibility, the tendency to respond faster to a stimulus when it is on the same side of space as the response.
“Moreover, the most common measure of imitation interference is confounded by spatial compatibility or the tendency to respond faster to a stimulus when it is on the same side of space as the response (e.g., Simon, 1969).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Simon, 1969 source
- Premisecitation
Evidence from fMRI, neurostimulation, and neuropsychological patient studies suggests that a domain-specific circuit in anterior mPFC and rTPJ operates during the inhibition of imitation.
“By contrast, evidence from fMRI, neurostimulation, and neuropsychological patient studies has suggested that a domain-specific circuit in an anterior portion of medial prefrontal cortex (mPFC) and right temporo-parietal junction (rTPJ) operates during the inhibition of imitation (Bardi, Gheza, & Brass, 2017;Santiesteban, Banissy, Catmur, & Bird, 2012, 2015;Sowden & Catmur, 2015;Hogeveen et al., 2”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Bardi, Gheza, & Brass, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Santiesteban, Banissy, Catmur, & Bird, 2012, 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Sowden & Catmur, 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
In situations where imitation is maladaptive, a selection mechanism is required to suppress the tendency to imitate and prioritize alternative actions.
“In such situations, a selection mechanism is required to suppress the tendency to imitate and prioritize alternative actions (Brass, Ruby, & Spengler, 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Brass, Ruby, & Spengler, 2009
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
The imitation task used by Genschow and colleagues (2017) was controlled for left-right spatial compatibility by presenting the stimulus hand orthogonal to the response.
“The imitation task used by Genschow and colleagues (2017) was controlled for left-right spatial compatibility by presenting the stimulus hand orthogonal to the response.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Genschow et al., 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Evidence from fMRI studies using an RT measure of imitation inhibition has not provided consistent support for the involvement of a domain-specific neural network.
“Although theories of imitation control have been developed that are based on functioning of the ToM network, evidence from fMRI studies that used an RT measure of imitation inhibition have not provided consistent support for the involvement of a domain-specific neural network (Table 1).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Table 1
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Approximately half of the fMRI studies using the imitation inhibition paradigm failed to find engagement of rTPJ and anterior mPFC.
“Approximately half of the fMRI studies using this paradigm failed to find engagement of rTPJ and anterior mPFC.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Table 1
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Humans have an involuntary tendency to copy other people's actions, a phenomenon known as automatic imitation.
“Humans show an involuntary tendency to copy other people's actions.”
- Also stated in: § INTRODUCTION · plain
“a phenomenon known as automatic imitation (Heyes, 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Heyes, 2011 source
- Also stated in: § INTRODUCTION · plain
- Interpretationown data
There are more similarities than differences between the sexes in terms of the neural systems engaged during imitation control.
“Weaker effects were observed with regard to sex differences, suggesting that there are more similarities than differences between the sexes in terms of the neural systems engaged during imitation control.”
Quote in the paperSubstantial claim - Study design and conductown data
Data from Experiment 1 (N = 28) were used to perform a power analysis to determine the sample size required for Experiment 2 (N = 50; 80% power).
“Here, we used data from Experiment 1 (N = 28) to perform a power analysis to determine the sample size re-quired for Experiment 2 (N = 50; 80% power).”
- Also stated in: § Darda, Butler, and Ramsey · plain
“Second, we used data from Experiment 1 to perform a power analysis to determine the sample size required to achieve a desired level of power in Experiment 2.”
Quote in the paperSubstantial claim - Also stated in: § Darda, Butler, and Ramsey · plain
- Interpretationown data
There was no sex difference in the neural mechanisms underlying spatial or imitation control.
“However, there was no sex difference in the neural mechanisms underlying spatial or imitation control, which suggests that further exploration of sex differences in inhibitory control is required.”
Quote in the paperSubstantial claim - Study design and conductown data
Testing 50 participants in Experiment 2 would provide 80% power to detect effects as large as (or larger than) the average effect size observed across all nodes in the MD network in Experiment 1 (Cohen's d = 0.4, mean signal change = 0.23, SD = 0.58).
“Results from these power analyses showed that testing 50 participants in Experiment 2 would provide 80% power to detect effects as large as (or larger than) the average effect size that was observed across all nodes in the MD network in Experiment 1 (Cohen's d = 0.4, mean signal change = 0.23, SD = 0.58).”
Quote in the paperSubstantial claim - Interpretationown data
The current study provides the most robust neuroimaging evidence to date for a lack of functional specificity in the neural circuits supporting the inhibition of automatic imitation.
“The current study provides the most robust neuroimaging evidence to date for a lack of functional specificity in the neural circuits supporting the inhibition of automatic imitation.”
Quote in the paperSubstantial claim- The authors state this as an assumption: mPFC and rTPJ are at least partly specialized for social cognition.
- Premisereasoning
The fROI approach allows identification of corresponding functional regions without the requirement of exact voxel overlap across individuals.
“In contrast, the fROI approach allows identification of corresponding functional regions without the requirement of exact voxel overlap across individuals.”
Quote in the paperSubstantial claim - Interpretationown data
The effects in the ToM network in Experiment 1 were so small that we would have needed an impractically large sample size to achieve 80% power.
“Indeed, the effects in the ToM network in Experiment 1 were so small that we would have needed an impractically large sample size to achieve 80% power.”
Quote in the paperSubstantial claim - Study design and conductown data
We did not have the same level of power to detect smaller effects than these, such as those observed in the ToM network in Experiment 1.
“We did not have the same level of power to detect smaller effects than these, such as those observed in the ToM network in Experiment 1.”
Quote in the paperSubstantial claim - Premisenone given
Group-level analyses require responses across individuals to overlap in individual voxels.
“Group-level analyses require responses across individuals to overlap in individual voxels.”
Quote in the paperSubstantial claim - Interpretationown data
Neurocognitive models of imitation require revision to reflect that the inhibition of imitation relies to a greater extent on a domain-general selection system rather than a domain-specific system that supports social cognition.
“In summary, neurocognitive models of imitation require revision to reflect that the inhibition of imitation relies to a greater extent on a domain-general selection system rather than a domain-specific system that supports social cognition.”
Quote in the paperSubstantial claim - Interpretationown data
Across two experiments, the results demonstrate that imitation inhibition engages a domain-general neural network as opposed to a brain network that supports social cognition.
“With higher statistical power and functional sensitivity than prior studies, across two experiments the results demonstrate that imitation inhibition engages a domain-general neural network as opposed to a brain network that supports social cognition.”
Quote in the paperSubstantial claim- The authors state this as an assumption: mPFC and rTPJ are at least partly specialized for social cognition.
- Study design and conductown data
Given the lack of sex differences in Experiment 1 in our ROIs, we did not have sufficient power to convincingly investigate neural differences between male and female individuals in Experiment 2.
“Given the lack of sex differences in Experiment 1 in our ROIs, we did not have sufficient power to convincingly investigate neural differences between male and female individuals in Experiment 2.”
Quote in the paperSubstantial claim - Interpretationcitation
The basic imitation inhibition mechanism engages the MD network, which has been consistently associated with domain-general processes.
“Nonetheless, results from the current study remain clear: The basic imitation inhibition mechanism engages the MD network, which has been consistently associated with domain-general processes (Duncan, 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Duncan, 2010 source
- Interpretationreasoning
We provide no evidence for domain specificity in cognitive and neural systems that control imitation.
“As such, we provide no evidence for domain specificity in cognitive and neural systems that control imitation.”
Quote in the paperSubstantial claim- The authors state this as an assumption: mPFC and rTPJ are at least partly specialized for social cognition.
- Interpretationown data
Based on data across both experiments, our best estimate is that univariate analyses, which assess the magnitude of BOLD response, do not show large effects of sex in MD or ToM neural networks.
“Thus, based on data across both experiments, our best estimate is that univariate analyses, which assess the magnitude of BOLD response, do not show large effects of sex in MD or ToM neural networks.”
Quote in the paperSubstantial claim - Premisecitation
The result is also consistent with reports in a wide range of nonsocial inhibitory control tasks, which show similar sex differences.
“The result is also consistent with reports in a wide range of nonsocial inhibitory control tasks, which show similar sex differences (Figure 2; Stoet, 2010Stoet, , 2017;;Clayson et al., 2011;Rubia et al., 2010;Bayliss et al., 2005).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Stoet, 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Stoet, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Clayson et al., 2011 source
- Interpretationreasoning
Our conclusions about the role of ToM and MD networks are limited to the type of localizer paradigms that we used in the current study.
“Therefore, our conclusions about the role of ToM and MD networks are limited to the type of localizer paradigms that we used in the current study.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The validity of the fROI approach is based on assumptions about the functional processes that are engaged by the localizers used to identify fROIs.
- Study design and conductown data
We did not have the same level of statistical power to detect sex differences as we did to detect simple compatibility effects.
“As a consequence, we are cautious to interpret this null result as we did not have the same level of statistical power to detect sex differences as we did to detect simple compatibility effects.”
Quote in the paperSubstantial claim - Interpretationown data
These results support the involvement of a domain-general cognitive and neural system during the control of imitation.
“These results support the involvement of a domaingeneral cognitive and neural system during the control of imitation.”
Quote in the paperSubstantial claim - Interpretationown data
Although possible, we find it unlikely that task order had a meaningful impact on our results in Experiment 2.
“As such, although possible, we find it unlikely that task order had a meaningful impact on our results in Experiment 2.”
Quote in the paperNot a substantial claim - Interpretationown data
Our findings are inconsistent with the hypothesis that a specific neural system related to social cognition is engaged in the inhibition of automatic imitative tendencies.
“Our findings are inconsistent with the hypothesis that a specific neural system related to social cognition is engaged in the inhibition of automatic imitative tendencies.”
Quote in the paperSubstantial claim- The authors state this as an assumption: mPFC and rTPJ are at least partly specialized for social cognition.
- Classified as probably not a substantial claim. 37
- May combine two claims. 28
- The quote only partly states this claim. 1
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationOnly a limited number of studies have investigated sex differences in social cognition, and the results are often mixed, do not replicate, or are specific to very select contexts or samples.
“Although it has been suggested that women excel across a range of social processes compared with men (Baron-Cohen, 2002), only a limited number of studies have investigated sex differences in social cognition, and the results are often mixed, do not replicate, or are specific to very select contexts or samples (Hyde, 2014;Miller & Halpern, 2014).”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Hyde, 2014 source
The Summary and Future Directions section (page unavailable) reports that context can create or erase gender differences in helping behavior, supporting the claim's context-dependent aspect for social behavior. It does not establish that few studies have examined sex differences in social cognition or that findings in that domain are mixed or fail to replicate; the passages on context concern other domains. (LLM, conf=0.76)
Experimental — accuracy not yet measured - cites Miller & Halpern, 2014 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn the study by Butler and colleagues (2015), it is unclear whether sex modulates the tendency to automatically imitate or the tendency to automatically respond in the same spatial location to the observed action.
“In addition, in the study by Butler and colleagues (2015), it is unclear whether sex modulates the tendency to automatically imitate or the tendency to automatically respond in the same spatial location to the observed action.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Butler et al., 2015 source
May combine two claims.
PremisecitationMore recent work showed a greater interference effect for female individuals compared with male individuals, as well as greater error rates for predominantly female samples than male samples.
“More recent work also showed a greater interference effect for female individuals compared with male individuals (Genschow et al., 2017), as well as greater error rates for predominantly female samples than male samples (Cracco et al., 2018).”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Genschow et al., 2017 source
The Results section on demographics reports a trend toward a greater interference effect in women than men, but explicitly says the difference was not statistically significant (p = .094). The significant gender differences were for congruency and facilitation effects, so the unqualified interference claim overstates the finding. The error-rate clause cites Cracco et al. (2018), not this source. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Cracco et al., 2018 source
Classified as probably not a substantial claim. May combine two claims.
PremisecitationDomain-general inhibitory systems operate across multiple tasks and have been identified in dorsal frontoparietal cortices.
“Domaingeneral inhibitory systems, which operate across multiple tasks, have been identified in dorsal frontoparietal cortices (Aron, Robbins, & Poldrack, 2014;Hazeltine, Poldrack, & Gabrieli, 2007;Nee, Wager, & Jonides, 2007;Wager et al., 2005;Bunge, Hazeltine, Scanlon, Rosen, & Gabrieli, 2002).”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Aron, Robbins, & Poldrack, 2014 source
- cites Hazeltine, Poldrack, & Gabrieli, 2007
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Nee, Wager, & Jonides, 2007 source
The Results report DLPFC and posterior parietal clusters in an analysis combining multiple interference-resolution tasks. But the Conclusions say this network *may* underlie conflict resolution, and the paper proposes different mechanisms for different processing stages. It does not establish a domain-general inhibitory system as a settled finding. (LLM, conf=0.87)
Experimental — accuracy not yet measured
Classified as probably not a substantial claim.
PremisecitationImitation is modulated by stable individual differences, such as empathy and sex.
“It has been argued that imitation is modulated by stable individual differences, such as empathy (Chartrand & Lakin, 2013) and sex (Butler et al., 2015;Sonnby-Borgström et al., 2008).”
Quote in the paperSubstantial claim2 of 3 sources checkedClassified as probably not a substantial claim.
PremisecitationA key neural circuit for social cognition also regulates imitative tendencies.
“These results led to theorizing that a key neural circuit for social cognition also regulates imitative tendencies (Brass et al., 2009).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Brass et al., 2009 source
May combine two claims.
Study design and conductcitationIn Experiment 2, a modified version of the imitation inhibition paradigm was used to avoid spatial compatibility confounds and to allow an independent measure of spatial and imitative compatibility.
“Third, to avoid spatial compatibility confounds, in Experiment 2, we used a modified version of the imitation inhibition paradigm that allowed for an independent measure of spatial and imitative compatibility (Catmur & Heyes, 2011).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Catmur & Heyes, 2011 source
May combine two claims.
Study design and conductcitationIn Experiment 2, independent localizers were used to identify key functional circuits (MD and ToM networks), and analyses were performed in single subjects to precisely quantify the consistency of network engagement across individuals.
“In Experiment 2, to increase sensitivity and functional resolution, we used independent localizers to identify key functional circuits (i.e., MD and ToM networks), and analyses were performed in single subjects to precisely quantify the consistency of network engagement across individuals (Nieto-Castañón & Fedorenko, 2012;Kanwisher, 2010).”
Quote in the paperSubstantial claim1 of 2 sources checkedClassified as probably not a substantial claim.
Study design and conductcitationAn across-run cross-validation approach ensures that data used for defining fROIs were independent of data used for estimating response.
“For these localizer analyses, an across-run cross-validation approach was used (Nieto-Castañón & Fedorenko, 2012) to ensure that data used for defining fROIs were independent of data used for estimating response (Kriegeskorte, Simmons, Bellgowan, & Baker, 2009).”
Quote in the paperSubstantial claim2 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationUsing the top 10% of voxels rather than a fixed threshold ensures a constant size of each fROI across individuals.
“Using the top 10% of voxels, rather than a fixed threshold (e.g., all voxels with p < .001),ensures a constant size of each fROI across individuals (Blank, Kanwisher, & Fedorenko, 2014).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Blank, Kanwisher, & Fedorenko, 2014 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationNormalizing to a common space instead of the individual's native anatomical space allows comparisons with previous studies and is preferred when definition of fROIs is based on group-constrained functional data.
“Normalizing to a common space instead of the individual's native anatomical space allows for comparisons with previous studies (relying on the common space) and is preferred when definition of fROIs is based on groupconstrained functional data (Nieto-Castañón & Fedorenko, 2012).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Nieto-Castañón & Fedorenko, 2012 source
Classified as probably not a substantial claim.
PremisecitationThe false belief > false photograph contrast has been shown in prior work to robustly activate regions involved in mentalizing.
“The false belief > false photograph contrast has been shown in prior work to robustly activate regions involved in mentalizing (Dufour et al., 2013).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Dufour et al., 2013 source
May combine two claims.
PremisecitationGroup-level analyses may underestimate functional specificity, whereas fROI analyses can show increased sensitivity.
“Consequently, group-level analyses may underestimate functional specificity, whereas fROI analyses can show increased sensitivity (Nieto-Castañón & Fedorenko, 2012).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Nieto-Castañón & Fedorenko, 2012 source
Classified as probably not a substantial claim.
Study design and conductcitationIn Experiment 2, an imitative compatibility effect was calculated independent of spatial compatibility.
“The second change that we made was to calculate an imitative compatibility effect independent of spatial compatibility (Catmur & Heyes, 2011).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Catmur & Heyes, 2011 source
Classified as probably not a substantial claim.
PremisecitationDifferent ToM localizers may engage partly nonoverlapping aspects of the ToM network.
“For example, different ToM localizers may engage partly nonoverlapping aspects of the ToM network (Schaafsma, Pfaff, Spunt, & Adolphs, 2015;Spunt & Adolphs, 2014).”
Quote in the paperSubstantial claim2 of 2 sources checkedMay combine two claims.
Findingown dataUsing the ToM network SVC, no clusters survived correction for multiple comparison, and only rTPJ showed a compatibility effect at more lenient threshold (p < .001, uncorrected).
“In contrast, using the ToM network SVC, no clusters survived correction for multiple comparison, and only rTPJ showed a compatibility effect at more lenient threshold ( p < .001,uncorrected; see Supplementary Tables S2.1 and S2.2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataNo clusters emerged following an SVC analysis using the MD and ToM network masks for the Sex × Compatibility interaction, demonstrating that the clusters emerging from the Sex × Compatibility interaction do not overlap with the MD or ToM networks.
“No clusters emerged following an SVC analysis using the MD and ToM network masks, which demonstrate that the clusters emerging from the Sex × Compatibility interaction do not overlap with the MD or ToM networks (see Supplementary Tables S2.1 and S2.2; Figure 4Cii and Dii).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataAnalyses using a fixed threshold (p < .001, uncorrected) found the same pattern of results as the top 10% approach.
“We also ran the analyses using a fixed threshold ( p < .001,uncorrected) and found the same pattern of results (see Supplementary Tables S1.1 and S1.2).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe final sample in Experiment 2 consisted of 50 participants (M age = 22.26, SD age = 3.71; 24 female).
“Thus, the final sample consisted of 50 participants (M age = 22.26, SD age = 3.71; 24 female).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe hand stimulus used in Experiment 2 for the imitation inhibition task was perceived as neutral by most participants (mean rating = 5.20, SD rating = 2.04).
“The hand stimulus used in Experiment 2 for the imitation inhibition task was perceived as”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNo significant differences were found between male and female individuals in percent signal change values in any of the MD network fROIs (ts < 1.6, ps > .1), except right SPL which approached significance (p = .062).
“No significant differences were found between male and female individuals in percent signal change values in any of the fROIs (ts < 1.6, ps > .1),except right SPL which approached significance ( p = .062;Figure 7A).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe mean percent signal change across the ToM network for spatial compatibility was -0.16, SD = 1.88, Cohen's d = -0.08.
“The mean percent signal change across the ToM network for spatial compatibility was -0.16, SD = 1.88,Cohen's d = -0.08,and the mean percent signal change across the ToM network for imitative compatibility was -0.32, SD = 2.02, Cohen's d = -0.16.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe mean percent signal change across the ToM network for imitative compatibility was -0.32, SD = 2.02, Cohen's d = -0.16.
“The mean percent signal change across the ToM network for spatial compatibility was -0.16, SD = 1.88,Cohen's d = -0.08,and the mean percent signal change across the ToM network for imitative compatibility was -0.32, SD = 2.02, Cohen's d = -0.16.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAll 16 fROIs of the MD network showed a spatial compatibility effect (ts > 1.8, ps < .04), which survived FDR correction (p < .05).
“All 16 fROIs of the MD network showed a spatial compatibility effect (ts > 1.8, ps < .04; Figure 6A, Table 3), which survived correction for multiple comparisons ( p < .05,FDR-corrected).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataEven though our whole-brain analyses showed no consistent effects outside our fROIs, this only shows that there was no univariate engagement of extended brain regions.
“Even though our whole-brain analyses showed no consistent effects outside our fROIs, this only shows that there was no univariate engagement of extended brain regions.”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Findingown dataIn the imitation inhibition task (Experiment 1), the Sex × Compatibility interaction (female compatibility effect > male compatibility effect) produced clusters in the left superior parietal cortex extending into the postcentral gyrus.
“Clusters emerged in the left superior parietal cortex extending into the postcentral gyrus.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataRegions outside our ROIs mediated the sex difference in Experiment 1, but these regions were not consistently engaged differently for male and female individuals in Experiment 2.
“Furthermore, even though regions outside our ROIs mediated the sex difference in Experiment 1, these regions were not consistently engaged differently for male and female individuals in Experiment 2.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThere does seem to be a trend for greater engagement in the MD network for female individuals compared with male individuals for both spatial and imitative effects, but this does not survive our statistical thresholding.
“This being said, there does seem to be a trend for greater engagement in the MD network for female individuals compared with male individuals for both spatial and imitative effects, but this does not survive our statistical thresholding (Figure 7).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe dorsal frontoparietal brain circuit has been labeled the multiple demand (MD) network because of its engagement in a diversity of mental operations.
“This brain circuit has been labeled the multiple demand (MD) network because of its engagement in a diversity of mental operations (Duncan, 2010).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Duncan, 2010 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationImitation is unlikely to rely on a single cognitive or brain system.
“Imitation, however, is unlikely to rely on a single cognitive or brain system (Southgate & Hamilton, 2008).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Southgate & Hamilton, 2008 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAutomatic imitation is beneficial in social situations because it develops affiliative attitudes, better cooperation, and feelings of closeness between interacting partners.
“Automatic imitation is thought to be beneficial in social situations because it develops affiliative attitudes, better cooperation, and feelings of closeness between interacting partners (Chartrand & Lakin, 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chartrand & Lakin, 2013 source
Classified as probably not a substantial claim.
PremisereasoningThe extent to which imitation inhibition relies on domain-specific and domain-general architectures remains unclear.
“Therefore, the extent to which imitation inhibition relies on domain-specific and domain-general architectures remains unclear.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationEven though the sex difference remains when spatial compatibility is reduced, this does not rule out the possibility of orthogonal spatial compatibility.
“Even though this shows that the sex difference remains when spatial compatibility is reduced, it does not rule out the possibility of orthogonal spatial compatibility ( Weeks & Proctor, 1990).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Weeks & Proctor, 1990 source
Classified as probably not a substantial claim.
PremisecitationThe RT measure of imitation involves making finger movements while simultaneously watching compatible or incompatible finger movements.
“The RT measure of imitation involves making finger movements while simultaneously watching compatible or incompatible finger movements (Brass, Bekkering, Wohlschlager, & Prinz, 2000;Stürmer et al., 2000).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Brass, Bekkering, Wohlschlager, & Prinz, 2000 source
- cites Stürmer et al., 2000
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
PremisecitationUsing a functional ROI approach enables investigation of how functionally defined brain circuits, such as the MD and ToM networks, operate during the control of imitation.
“Using a fROI approach enables investigation of how functionally defined brain circuits, such as the MD and ToM networks, operate during the control of imitation.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationStudies investigating the neural mechanisms of imitation control have been limited by small sample sizes and low statistical power, which has produced mixed findings.
“Previous studies involved small sample sizes and low statistical power, which produced mixed findings regarding the involvement of domain-general and domain-specific neural architectures.”
- Also stated in: § INTRODUCTION · plain
“To date, studies investigating the neural mechanisms of imitation control have been limited by small sample sizes and low statistical power, which has produced mixed findings (Table 1).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Table 1
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Also stated in: § INTRODUCTION · plain
Classified as probably not a substantial claim.
PremisecitationThe difference between RTs in compatible and incompatible conditions (the general compatibility effect) has been argued to index imitative control, as greater cognitive resources are required to inhibit movements incompatible to one's own responses.
“The dif-ference between RTs in these two conditions (i.e., the general compatibility effect) has been argued to index imitative control, as greater cognitive resources are required to inhibit movements that are incompatible to one's own responses (Heyes, 2011;Brass & Heyes, 2005).”
Quote in the paperSubstantial claim0 of 2 sources checkedClassified as probably not a substantial claim. May combine two claims.
Study design and conductcitationCorrection for multiple comparisons was performed at the cluster level with family-wise error correction p < .05, which restricts the likelihood of false positives.
“Correction for multiple comparisons was performed at the cluster level (Friston, Worsley, Frackowiak, Mazziotta, & Evans, 1994), with clusters that survive correction for multiple corrections using a family-wise error correction ( p < .05;shown in bold font in Table 2A and B;see Results).This restricts the likelihood of false positives (Eklund et al., 2016).”
Quote in the paperSubstantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe sample size for Experiment 2 was determined by a power analysis based on Experiment 1 data.
“The sample size was determined by a power analysis based on Experiment 1 data (see Results).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataIn Experiment 1, the order of tasks was counterbalanced across participants such that 14 participants did the imitation task first and 14 did the flanker task first.
“The order of the tasks was counterbalanced across participants such that, of the 28 participants, 14 participants did the imitation task first, and 14 participants did the flanker task first, with the order of the other tasks remaining the same.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoningThe sex of the hand stimulus was an important consideration to minimize the possibility of an own-sex bias while exploring sex differences in imitation inhibition.
“The sex of the hand was an important consideration to minimize the possibility of an own-sex bias while exploring sex differences in imitation inhibition.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductcitationThe four trial types were pseudorandomized such that each trial type was preceded by each other trial type and by itself an equal number of times.
“To separately model the influence of individual events in an eventrelated design, the four trial types were pseudorandomized, such that each trial type was preceded by each other trial type and by itself an equal number of times ( Wager & Nichols, 2003;Josephs & Henson, 1999).”
Quote in the paperSubstantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataFrom these 50 participants, two sessions of the imitation task were also excluded for one participant due to excessive head motion and one participant's data for one session of the imitation task could not be used because the data file was corrupted.
“From these 50 participants, two sessions of the imitation task were also excluded for one participant due to excessive head motion and one participant's data for one session of the imitation task could not be used because the data file was corrupted.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductown dataPilot work asked observers to evaluate a range of hand stimuli in terms of masculinity and femininity, and the most sex-neutral stimulus was selected.
“As such, we conducted pilot work that asked observers to evaluate a range of hand stimuli in terms of masculinity and femininity, and we selected the most sex-neutral stimulus (see Supplementary Information, Development of Stimuli).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningExperiment 2 had more than twice the number of trials per condition than Experiment 1.
“Experiment 2, therefore, had more than twice the number of trials per condition than Experiment 1.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningGiven inconsistent findings in prior studies with relatively small sample sizes, the multiexperiment approach made sure that the key experiment had over 80% power to detect expected effect sizes.
“Given the inconsistent findings in prior studies, which had relatively small sample sizes, this multiexperiment approach made sure that our key experiment had over 80% power to detect expected effect sizes.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductnone givenExperiment 1 used a group-level whole-brain analysis, which provided the basis for power analyses that set up Experiment 2 as the critical experiment with high statistical power (80%).
“Experiment 1 used a group-level whole-brain analysis, which provided the basis for power analyses that set up Experiment 2 as the critical experiment with high statistical power (80%).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningUsing one sex-neutral hand stimulus provided greater experimental control but may have harmed the ability to study or elicit sex differences.
“Although using one sex-neutral hand stimulus provided greater experimental control, it may have harmed our ability to study or elicit sex differences.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe ToM task was always presented at the end to reduce the likelihood that belief reasoning during the ToM task would influence performance in the imitation task.
“The ToM task was always presented at the end to reduce the likelihood that belief reasoning during the ToM task would influence performance in the imitation task.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataAll participants in Experiment 1 had >80% accuracy; hence, all were included in the analysis.
“All participants had >80% accuracy; hence, all were included in the analysis.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductcitationUsing independent functional localizers allows direct testing of hypotheses regarding the role of functionally defined neural circuits (MD and ToM networks) and minimizes reliance on reverse inference.
“By doing so, we can directly test hypotheses regarding the role of functionally defined neural circuits (i.e., MD and ToM networks) and therefore minimize the reliance on reverse inference to infer cognitive function based on anatomical localization (Poldrack, 2006).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Poldrack, 2006 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningRuns on which participants had less than 80% accuracy (two runs of one participant) were removed.
“To ensure participants were engaging correctly with the task, runs on which participants had less than 80% accuracy (two runs of one participant) were removed.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataFive participants were excluded from the fMRI analyses in Experiment 2 due to lower than 80% accuracy in two runs of the imitation task and the MD network localizer task (n = 1) and excessive head motion (n = 4; displacement > 4 mm).
“Five participants were excluded from the fMRI analyses due to lower than 80% accuracy in two runs of the imitation task and the MD network localizer task (n = 1) and excessive head motion (n = 4; displacement > 4 mm) in all runs of the imitation task and/or all runs of either of the localizer tasks.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataTaken together, this pattern of results suggests that response inhibition relating to spatial conflict differs between the sexes, rather than a process that is tied to the control of imitation.
“Taken together, this pattern of results suggests that response inhibition relating to spatial conflict differs between the sexes, rather than a process that is tied to the control of imitation.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataDuring the inhibition of imitation, the consistency of mPFC and rTPJ engagement across individuals is relatively low, whereas the consistency of MD network engagement across individuals is relatively high.
“Taken together with prior findings (Table 1), we suggest that, during the inhibition of imitation, the consistency of mPFC and rTPJ engagement across individuals is relatively low, whereas the consistency of MD network engagement across individuals is relatively high.”
Quote in the paperSubstantial claim
The paper relies on this without support.
No neuroscience research has investigated how individual differences such as sex modulate imitation control.
“Furthermore, no neuroscience research has investigated how individual differences such as sex modulate imitation control, even though behavioral research has shown that imitative tendencies vary as a function of sex (Butler, Ward, & Ramsey, 2015;Sonnby-Borgström, Jönsson, & Svensson, 2008;Dimberg & Lundquist, 1990).”
The paper relies on this without support.
This is the first study to use independent functional localizers to identify MD and ToM networks in single subjects and directly test the involvement of these networks in imitation control.
“First, this is the first study to use independent functional localizers to identify MD and ToM networks in single subjects and directly test the involvement of these networks in imitation control.”
The authors state this as an assumption.
mPFC and rTPJ are at least partly specialized for social cognition.
“An important point to note, however, is that any conclusions made regarding possible domain specificity of mPFC and rTPJ are based on the assumption that mPFC and rTPJ are at least partly specialized for social cognition (Brass et al., 2009).”
The authors state this as an assumption.
The validity of the fROI approach is based on assumptions about the functional processes that are engaged by the localizers used to identify fROIs.
“The validity of the fROI approach is based on assumptions about the functional processes that are engaged by the localizers used to identify fROIs.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The tasks used in the studies included in the meta-analysis are conceptually, visually and cognitively similar to each other, with only minor differences across all studies.
“However, the tasks are all conceptually, visually and cognitively similar to each other with only minor differences across all studies.”
From The inhibition of automatic imitation: a meta-analysis and synthesis of fMRI studies (2018) · cites this paper as Darda et al., (2018
The Design and Procedure section (page unavailable) says the automatic imitation task in Experiment 2 was similar to that in Experiment 1, with two changes, including a different hand stimulus. That supports similarity between this paper’s two experiments, but it does not establish that tasks across all studies in the citing document’s meta-analysis were conceptually, visually and cognitively similar, with only minor differences. (LLM, conf=0.83)
Experimental — accuracy not yet measured
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- Consistentt(26) = 1.114reported p = .138 · recomputed p = .275
“t(26) = 1.114, p = .138”
The paper states a one-tailed test
- Consistentt(53) = -3.38reported p < .001 · recomputed p = .001
“t(53) = -3.38,p < .001”
The paper states a one-tailed test
- Consistentt(54) = 5.37reported p < .001 · recomputed p < .001
“t(54) = 5.37, p < .001”
- Consistentt(53) = 0.09reported p = .465 · recomputed p = .929
“t(53) = 0.09, p = .465”
The paper states a one-tailed test
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Sample size does not match the sex counts in Table 1
MinorThe Cross et al. (2013) row lists 5 male and 15 female participants, totaling 20 rather than the reported sample of 25.
Reported 25 · recomputed 20
“| Cross et al., 2013 | 25 (5:15) | ü | | ü | ü | | ü |”
Imitative effects are described as meeting a stricter threshold than Table 3 reports
MinorThe Figure 6 caption says five MD regions showed imitative effects at an uncorrected threshold of p < .001. Table 3 reports uncorrected p values from .007 to .028 for those regions; none meets .001.
“Bilateral IPL, bilateral IPS, and the right IFG showed a significant response for imitative compatibility effects, but at an uncorrected threshold of p < .001.”
“| R_IFG | 265 | 1 | 26 | 2.61 | .006 | .019 | 2.53 | .007 | .063 |”
Identical spatial t statistics have different p values
MinorTable 3 gives t = 2.30 for both R_SPL and R_SMA in the same spatial-compatibility analysis, but reports p = .013 for one and p = .022 for the other.
“| R_SPL | 1181 | 1 | 118 | 2.30 | .013 | .026 | 1.56 | .062 | .118 |”
“| R_SMA | 328 | 1 | 32 | 2.30 | .022 | .028 | 1.06 | .148 | .198 |”
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“Prior neuroscience research has shown that imitation is supported by the mirror neuron system, a neural network engaged in perceiving and performing actions (Iacoboni, 2009; Rizzolatti & Craighero, 2004; Iacoboni et al., 1999).”
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BackgroundRepresentational similarity analysis-connecting the branches of systems neuroscience
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The Human Connectome: A Structural Description of the Human Brain
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MethodCortical mechanisms of human imitation
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“Prior neuroscience research has shown that imitation is supported by the mirror neuron system, a neural network engaged in perceiving and performing actions (Iacoboni, 2009; Rizzolatti & Craighero, 2004; Iacoboni et al., 1999).”
The Mini-IPIP Scales: Tiny-yet-effective measures of the Big Five Factors of Personality.
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People thinking about thinking peopleThe role of the temporo-parietal junction in “theory of mind”
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“…been consistently implicated in a variety of social cognition functions, which require distinguishing between self and other, as well as reasoning about other people ’ s mental states (theory of mind [ToM]; Van Overwalle, 2009; Amodio & Frith, 2006; Saxe & Kanwisher, 2003; Frith & Frith, 1999).”
BackgroundMethodInfluentialBeyond mind-reading: multi-voxel pattern analysis of fMRI data
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“Future studies that use connectivity measures (Sporns, Tononi, & Kötter, 2005) or multivoxel pattern analysis (Kriegeskorte, Mur, & Bandettini, 2008; Norman, Polyn, Detre, & Haxby, 2006) may show increased sensitivity and be better able to capture the complexity of neural organization that we are…”
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The extreme male brain theory of autism
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BackgroundAssessing the significance of focal activations using their spatial extent
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MethodThe multiple-demand (MD) system of the primate brain: mental programs for intelligent behaviour
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“Two sets of fROIs were defined (Figure 3): MD network fROIs that have been known to exhibit activity for a variety of cognitive control tasks (Fedorenko et al., 2013; Duncan, 2010) and ToM network fROIs that support mentalizing and have been specifically implicated for imitation inhibition (Brass et al.”
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“…been consistently implicated in a variety of social cognition functions, which require distinguishing between self and other, as well as reasoning about other people ’ s mental states (theory of mind [ToM]; Van Overwalle, 2009; Amodio & Frith, 2006; Saxe & Kanwisher, 2003; Frith & Frith, 1999).”
BackgroundInteracting Minds--A Biological Basis
Frith, C. D., & Frith, U. (1999) · Science · doi:10.1126/science.286.5445.1692 · Cited by 1,714 · see citing works
The Extreme Male-Brain Theory of Autism
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Mapping the Mind: Domain Specificity In Cognition And Culture
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Gender Similarities and Differences
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“…a range of social processes compared with men (Baron-Cohen, 2002), only a limited number of studies have investigated sex differences in social cognition, and the re-sults are often mixed, do not replicate, or are specific to very select contexts or samples (Hyde, 2014; Miller & Halpern, 2014).”
BackgroundThe neuroscience of empathy: Progress, pitfalls and promise
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BackgroundReactions toward the source of stimulation
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“Moreover, the most common measure of imitation interference is confounded by spatial compatibility or the tendency to respond faster to a stimulus when it is on the same side of space as the response (e.g., Simon, 1969).”
BackgroundEmpathy: Gender effects in brain and behavior
Christov-Moore, L., Simpson, E. A., Coudé, G., Grigaityte, K., Iacoboni, M., & Ferrari, P. F. (2014) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2014.09.001 · Cited by 1,137 · cited 1× · see citing works
“It is possible that this sex difference in imitation control may be mediated by empathy — female individuals have been shown to be more empathetic compared with male individuals (Christov-Moore et al., 2014; Baron-Cohen & Wheelwright, 2004).”
ResultMedial prefrontal cortex as an action-outcome predictor
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Broad domain generality in focal regions of frontal and parietal cortex
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“Two sets of fROIs were defined (Figure 3): MD network fROIs that have been known to exhibit activity for a variety of cognitive control tasks (Fedorenko et al., 2013; Duncan, 2010) and ToM network fROIs that support mentalizing and have been specifically implicated for imitation inhibition (Brass et al.”
BackgroundMethodInfluentialFunctional specificity in the human brain: a window into the functional architecture of the mind
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Interference resolution: Insights from a meta-analysis of neuroimaging tasks
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“The imitation task was based on a stimulus – response compatibility paradigm developed by Brass et al. (2000) consisting of observation and execution of finger-lifting movements during fMRI scanning.”
MethodInfluentialHow does nature program neuron types?
Borst, A. (2008) · Frontiers in Neuroscience · doi:10.3389/neuro.01.016.2008 · Cited by 705 · see citing works
New method for fMRI investigations of language: defining ROIs functionally in individual subjects
Fedorenko, E., Hsieh, P.-J., Nieto-Castañón, A., Whitfield-Gabrieli, S., & Kanwisher, N. (2010) · Journal of Neurophysiology · doi:10.1152/jn.00032.2010 · Cited by 686 · see citing works
Mapping the Mind: Domain Specificity in Cognition and Culture
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The Antecedents and Consequences of Human Behavioral Mimicry
Chartrand, T. L., & Lakin, J. L. (2013) · Annual Review of Psychology · doi:10.1146/annurev-psych-113011-143754 · Cited by 662 · cited 2× · see citing works
“It has been argued that imitation is modulated by stable individual differences, such as empathy (Chartrand & Lakin, 2013) and sex (Butler et al., 2015; Sonnby-Borgström et al., 2008).”
BackgroundThe new science of cognitive sex differences
Miller, D. I., & Halpern, D. F. (2014) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2013.10.011 · Cited by 610 · cited 1× · see citing works
“…a range of social processes compared with men (Baron-Cohen, 2002), only a limited number of studies have investigated sex differences in social cognition, and the re-sults are often mixed, do not replicate, or are specific to very select contexts or samples (Hyde, 2014; Miller & Halpern, 2014).”
BackgroundFunctional specificity for high-level linguistic processing in the human brain
Fedorenko, E., Behr, M. K., & Kanwisher, N. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1112937108 · Cited by 595 · cited 2× · see citing works
“The hard > easy contrast has been found to robustly activate regions of the MD network (Fedorenko et al., 2011, 2013).”
BackgroundMethodImitation: Is cognitive neuroscience solving the correspondence problem?
Brass, M., & Heyes, C. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2005.08.007 · Cited by 580 · cited 1× · see citing works
“The difference between RTs in these two conditions (i.e., the general compatibility effect) has been argued to index imitative control, as greater cognitive resources are required to inhibit movements that are incompatible to one ’ s own responses (Heyes, 2011; Brass & Heyes, 2005).”
BackgroundHeyes, C. (2011) · Psychological Bulletin · doi:10.1037/a0022288 · Cited by 550 · cited 9× · see citing works
“…compatibility effects, spatial and imitative processes need to be dissociated (Gowen, Bolton, & Poliakoff, 2016; Marsh et al., 2016; Boyer, Longo, & Bertenthal, 2012; Cooper, Catmur, & Heyes, 2012; Catmur & Heyes, 2011; Wiggett, Hudson, Tipper, & Downing, 2011; Bertenthal, Longo, & Kosobud, 2006).”
BackgroundMethodInfluentialDivide and conquer: A defense of functional localizers
Saxe, R., Brett, M., & Kanwisher, N. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2005.12.062 · Cited by 544 · see citing works
Deconstructing and reconstructing theory of mind
Schaafsma, S. M., Pfaff, D. W., Spunt, R. P., & Adolphs, R. (2015) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2014.11.007 · Cited by 498 · cited 1× · see citing works
“For example, different ToM localizers may engage partly nonoverlapping aspects of the ToM network (Schaafsma, Pfaff, Spunt, & Adolphs, 2015; Spunt & Adolphs, 2014).”
BackgroundA nexus model of the temporal–parietal junction
Carter, R. M., & Huettel, S. A. (2013) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2013.05.007 · Cited by 489 · see citing works
Common and unique components of response inhibition revealed by fMRI
Wager, T. D., Sylvester, C.-Y. C., Lacey, S. C., Nee, D. E., Franklin, M., & Jonides, J. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.01.054 · Cited by 486 · cited 2× · see citing works
“…inhibitory systems, which operate across multiple tasks, have been identified in dorsal frontoparietal cortices (Aron, Robbins, & Poldrack, 2014; Hazeltine, Poldrack, & Gabrieli, 2007; Nee, Wager, & Jonides, 2007; Wager et al., 2005; Bunge, Hazeltine, Scanlon, Rosen, & Gabrieli, 2002).”
Dissociable contributions of prefrontal and parietal cortices to response selection
Bunge, S. A., Hazeltine, E., Scanlon, M. D., Rosen, A. C., & Gabrieli, J. D. E. (2002) · NeuroImage · doi:10.1006/nimg.2002.1252 · Cited by 468 · see citing works
Optimization of experimental design in fMRI: a general framework using a genetic algorithm
Wager, T. D., & Nichols, T. E. (2003) · NeuroImage · doi:10.1016/s1053-8119(02)00046-0 · Cited by 458 · cited 1× · see citing works
“To separately model the influence of individual events in an event-related design, the four trial types were pseudorandomized, such that each trial type was preceded by each other trial type and by itself an equal number of times (Wager & Nichols, 2003; Josephs & Henson, 1999).”
MethodDifferential selectivity for dynamic versus static information in face-selective cortical regions
Pitcher, D., Dilks, D. D., Saxe, R. R., Triantafyllou, C., & Kanwisher, N. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.03.067 · Cited by 450 · cited 1× · see citing works
“…imitation task, followed by a run of a face perception task, a flanker task (Erikson & Erikson, 1974), another run of the face perception task, a dynamic face localizer (Pitcher, Dilks, Saxe, Triantafyllou, & Kanwisher, 2011), and a ToM loca-lizer (Dodell-Feder, Koster-Hale, Bedny, & Saxe, 2011).”
MethodEvent-related functional magnetic resonance imaging: modelling, inference and optimization
Josephs, O., & Henson, R. N. A. (1999) · Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences · doi:10.1098/rstb.1999.0475 · Cited by 425 · cited 1× · see citing works
“To separately model the influence of individual events in an event-related design, the four trial types were pseudorandomized, such that each trial type was preceded by each other trial type and by itself an equal number of times (Wager & Nichols, 2003; Josephs & Henson, 1999).”
MethodSantiesteban (2012) · doi:10.1016/j.cub.2012.10.018 · Cited by 357 · cited 1× · see citing works
“…medial prefrontal cortex (mPFC) and right temporo-parietal junction (rTPJ) operates during the inhibition of imitation (Bardi, Gheza, & Brass, 2017; Santiesteban, Banissy, Catmur, & Bird, 2012, 2015; Sowden & Catmur, 2015; Hogeveen et al., 2014; Klapper, Ramsey, Wigboldus, & Cross, 2014; Wang,…”
Automatic mimicry reactions as related to differences in emotional empathy
Sonnby‐Borgström, M. (2002) · Scandinavian Journal of Psychology · doi:10.1111/1467-9450.00312 · Cited by 350 · cited 1× · see citing works
“However, even though empathy has been associated with different types of imitation paradigms (Müller, Leeuwen, Baaren, Bekkering, & Dijksterhuis, 2013; Sonnby-Borgström, Jönsson, & Svensson, 2003; Sonnby-Borgström, 2002; Chartrand & Bargh, 1999), the evidence to date suggests that there is no link between imitation, a…”
BackgroundInhibition of imitative behaviour and social cognition
Brass, M., Ruby, P., & Spengler, S. (2009) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2009.0066 · Cited by 347 · cited 10× · see citing works
“…a specific neural system related to social cognition is engaged in the inhibition of automatic imitative tendencies. mPFC and rTPJ have both been implicated in imitation inhibition by some studies (Wang et al., 2011; Brass et al., 2009; Spengler et al., 2009; Brass, Derrfuss, & von Cramon, 2005).”
BackgroundMethodResultInfluentialGender differences in facial reactions to facial expressions
Dimberg, U., & Lundquist, L.-O. (1990) · Biological Psychology · doi:10.1016/0301-0511(90)90024-q · Cited by 342 · cited 1× · see citing works
“…research has investigated how individual differences such as sex modulate imitation control, even though behavioral research has shown that imitative tendencies vary as a function of sex (Butler, Ward, & Ramsey, 2015; Sonnby-Borgström, Jönsson, & Svensson, 2008; Dimberg & Lundquist, 1990).”
BackgroundSex differences in eye gaze and symbolic cueing of attention
Bayliss, A. P., di Pellegrino, G., & Tipper, S. P. (2004) · The Quarterly Journal of Experimental Psychology Section A · doi:10.1080/02724980443000124 · Cited by 340 · cited 2× · see citing works
“The result is also consistent with reports in a wide range of nonsocial inhibitory control tasks, which show similar sex differences (Figure 2; Stoet, 2010, 2017; Clayson et al., 2011; Rubia et al., 2010; Bayliss et al., 2005).”
ResultThe mirror neuron system is more active during complementary compared with imitative action
Newman-Norlund, R. D., van Schie, H. T., van Zuijlen, A. M. J., & Bekkering, H. (2007) · Nature Neuroscience · doi:10.1038/nn1911 · Cited by 337 · cited 1× · see citing works
“For example, in many circumstances, imitation is maladaptive, and requires inhibition (Newman-Norlund et al. 2007; van Schie et al. 2008; Cross et al., 2013; Cross & Iacoboni, 2014).”
BackgroundAn algorithmic method for functionally defining regions of interest in the ventral visual pathway
Julian, J. B., Fedorenko, E. G., Webster, J. M., & Kanwisher, N. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.02.055 · Cited by 334 · cited 1× · see citing works
“The GSS approach developed by Fedorenko et al. (2010) and Julian, Fedorenko, Webster, and Kanwisher (2012) was used to define fROIs for each participant.”
MethodfMRI item analysis in a theory of mind task
Dodell‐Feder, D., Koster-Hale, J., Bedny, M., & Saxe, R. R. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.12.040 · Cited by 322 · see citing works
Mapping the mind: Are domains theories?
Hirschfeld, L. A., & Gelman, S. A. (1994) · Cited by 321 · see citing works
Mapping the mind: List of contributors
Hirschfeld, L. A., & Gelman, S. A. (1994) · Cited by 321 · see citing works
Sex differences in judgement of facial affect: A multivariate analysis of recognition errors
Thayer, J. F., & Johnsen, B. H. (2000) · Scandinavian Journal of Psychology · doi:10.1111/1467-9450.00193 · Cited by 311 · cited 1× · see citing works
“…in social cognition have mainly focused on emotional expression perception and mental state reasoning with little emphasis placed on imitation (Krach et al., 2009; Russell, Tchanturia, Rahman, & Schmidt, 2007; Rahman, Wilson, & Abrahams, 2004; Campbell et al., 2002; Thayer & Johnsen, 2000).”
BackgroundLarge-Scale Meta-Analysis of Human Medial Frontal Cortex Reveals Tripartite Functional Organization
de la Vega, A. I., Chang, L. J., Banich, M. T., Wager, T. D., & Yarkoni, T. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.4402-15.2016 · Cited by 288 · see citing works
The inhibition of imitative and overlearned responses: a functional double dissociation
Brass, M., Derrfuss, J., & von Cramon, D. Y. (2005) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2004.06.018 · Cited by 274 · cited 1× · see citing works
“…a specific neural system related to social cognition is engaged in the inhibition of automatic imitative tendencies. mPFC and rTPJ have both been implicated in imitation inhibition by some studies (Wang et al., 2011; Brass et al., 2009; Spengler et al., 2009; Brass, Derrfuss, & von Cramon, 2005).”
ResultUnbroken mirrors: challenging a theory of Autism
Southgate, V., & de C. Hamilton, A. F. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.03.005 · Cited by 265 · cited 1× · see citing works
“Imitation, however, is unlikely to rely on a single cognitive or brain system (Southgate & Hamilton, 2008).”
BackgroundMumford, J. A., & Nichols, T. E. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2007.07.061 · Cited by 252 · cited 2× · see citing works
“To this end, a power analysis was performed using the fMRIpower software package (fMRIpower.org; Mumford & Nichols, 2008).”
MethodNieto-Castañón, A., & Fedorenko, E. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.06.065 · Cited by 247 · cited 3× · see citing works
“Normalizing to a common space instead of the individual ’ s native anatomical space allows for comparisons with previous studies (relying on the common space) and is preferred when definition of fROIs is based on group-constrained functional data (Nieto-Castañón & Fedorenko, 2012).”
BackgroundMethodDufour, N., Redcay, E., Young, L., Mavros, P. L., Moran, J. M., Triantafyllou, C., Gabrieli, J. D. E., & Saxe, R. (2013) · PLoS ONE · doi:10.1371/journal.pone.0075468 · Cited by 228 · cited 3× · see citing works
“For the ToM network, four parcels were derived from a group-level map from 462 participants for the false belief > false photograph contrast (Dufour et al., 2013).”
MethodResultInfluentialAutomatic imitation: A meta-analysis.
Cracco, E., Bardi, L., Desmet, C., Genschow, O., Rigoni, D., De Coster, L., Radkova, I., Deschrijver, E., & Brass, M. (2018) · Psychological Bulletin · doi:10.1037/bul0000143 · Cited by 228 · cited 3× · see citing works
“However, recent behavioral findings, which used larger sample sizes than prior work and meta-analytical approaches, do not support the view that the control of imitation varies as a function of social disposition as indexed by autistic-like traits and empathy (Cracco et al., 2018; Genschow et al., 2017; Butler et al.,…”
BackgroundResultNeural Activation During Response Competition
Hazeltine, E., Poldrack, R. A., & Gabrieli, J. D. E. (2000) · Journal of Cognitive Neuroscience · doi:10.1162/089892900563984 · Cited by 226 · cited 1× · see citing works
“…inhibitory systems, which operate across multiple tasks, have been identified in dorsal frontoparietal cortices (Aron, Robbins, & Poldrack, 2014; Hazeltine, Poldrack, & Gabrieli, 2007; Nee, Wager, & Jonides, 2007; Wager et al., 2005; Bunge, Hazeltine, Scanlon, Rosen, & Gabrieli, 2002).”
The Inhibition of Imitative Response Tendencies
Braß, M., Zysset, S., & von Cramon, D. Y. (2001) · NeuroImage · doi:10.1006/nimg.2001.0944 · Cited by 208 · cited 2× · see citing works
“In contrast, other studies found engagement of mPFC only (Cross et al., 2013; Brass et al., 2001) or of domain-general regions rather than mPFC and rTPJ (Marsh et al., 2016; Cross & Iacoboni, 2013; Crescentini et al., 2011; Bien et al., 2009).”
ResultEmotional Empathy as Related to Mimicry Reactions at Different Levels of Information Processing
Sonnby‐Borgström, M., Jönsson, P., & Svensson, O. (2003) · Journal of Nonverbal Behavior · doi:10.1023/a:1023608506243 · Cited by 200 · see citing works
Schurz, M., Tholen, M. G., Perner, J., Mars, R. B., & Sallet, J. (2017) · Human Brain Mapping · doi:10.1002/hbm.23675 · Cited by 199 · cited 1× · see citing works
“…in the sense that they show general cognitive properties, which may not be specific to social cognition (Dugué, Merriam, Heeger, & Carrasco, 2017; Schurz, Tholen, Perner, Mars, Sallet, 2017; Schuwerk, Schurz, Müller, Rupprecht, & Sommer, 2017; de la Vega, Chang, Banich, Wager, & Yarkoni, 2016;…”
Imitative response tendencies following observation of intransitive actions
Bertenthal, B. I., Longo, M. R., & Kosobud, A. (2006) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/0096-1523.32.2.210 · Cited by 183 · cited 1× · see citing works
“…compatibility effects, spatial and imitative processes need to be dissociated (Gowen, Bolton, & Poliakoff, 2016; Marsh et al., 2016; Boyer, Longo, & Bertenthal, 2012; Cooper, Catmur, & Heyes, 2012; Catmur & Heyes, 2011; Wiggett, Hudson, Tipper, & Downing, 2011; Bertenthal, Longo, & Kosobud, 2006).”
Blank, I., Kanwisher, N., & Fedorenko, E. (2014) · Journal of Neurophysiology · doi:10.1152/jn.00884.2013 · Cited by 181 · cited 1× · see citing works
“Using the top 10% of voxels, rather than a fixed threshold (e.g., all voxels with p .001), ensures a constant size of each fROI across individuals (Blank, Kanwisher, & Fedorenko, 2014).”
BackgroundA power calculation guide for fMRI studies
Mumford, J. A. (2012) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nss059 · Cited by 171 · see citing works
Control of shared representations relies on key processes involved in mental state attribution
Spengler, S., von Cramon, D. Y., & Brass, M. (2009) · Human Brain Mapping · doi:10.1002/hbm.20800 · Cited by 170 · cited 2× · see citing works
“For example, self – other control processes have been linked to autism, empathy, and theory of mind (de Guzman et al., 2016; Sowden & Shah, 2014; Spengler et al., 2009).”
BackgroundResultTime course analyses confirm independence of imitative and spatial compatibility.
Catmur, C., & Heyes, C. (2011) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/a0019325 · Cited by 166 · cited 6× · see citing works
“…compatibility effects, spatial and imitative processes need to be dissociated (Gowen, Bolton, & Poliakoff, 2016; Marsh et al., 2016; Boyer, Longo, & Bertenthal, 2012; Cooper, Catmur, & Heyes, 2012; Catmur & Heyes, 2011; Wiggett, Hudson, Tipper, & Downing, 2011; Bertenthal, Longo, & Kosobud, 2006).”
BackgroundMethodInfluentialBohl, V., & van den Bos, W. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00274 · Cited by 156 · cited 2× · see citing works
“However, recent studies suggest that imitation control (and social cognition more broadly) relies on interactions between bottom – up and top – down processes (Christov-Moore, Conway, & Iacoboni, 2017; Cross & Iacoboni, 2014; Bohl & van den Bos, 2012).”
BackgroundFunctional connectivity during a social emotion task in adolescents and in adults
Heyes, S. B., & Blakemore, S. (2009) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2009.06674.x · Cited by 153 · cited 1× · see citing works
“Indeed, regions that do not show direct engagement in a cognitive process of interest have been known to have a regulatory influence on other regions that are directly engaged (Burnett & Blakemore, 2009).”
BackgroundA new look at domain specificity: Insights from social neuroscience
Spunt, R. P., & Adolphs, R. (2017) · Nature Reviews Neuroscience · doi:10.1038/nrn.2017.76 · Cited by 149 · cited 1× · see citing works
“Much like social cognition in general, therefore, imitation control may be best explained by interactions between component functional circuits, which themselves need not be domain-specific (Spunt & Adolphs, 2017).”
BackgroundEffects of age and sex on developmental neural networks of visual–spatial attention allocation
Rubia, K., Hyde, Z., Halari, R., Giampietro, V., & Smith, A. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.02.058 · Cited by 148 · see citing works
The Role of the Right Temporoparietal Junction in the Control of Imitation
Sowden, S., & Catmur, C. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht306 · Cited by 142 · cited 2× · see citing works
“…junction (rTPJ) operates during the inhibition of imitation (Bardi, Gheza, & Brass, 2017; Santiesteban, Banissy, Catmur, & Bird, 2012, 2015; Sowden & Catmur, 2015; Hogeveen et al., 2014; Klapper, Ramsey, Wigboldus, & Cross, 2014; Wang, Ramsey, & Hamilton, 2011; Spengler, von Cramon, &…”
BackgroundZaki, J., Hennigan, K. M., Weber, J., & Ochsner, K. N. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.0382-10.2010 · Cited by 141 · see citing works
The Control of Mimicry by Eye Contact Is Mediated by Medial Prefrontal Cortex
Wang, Y., Ramsey, R., & de C. Hamilton, A. F. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.0845-11.2011 · Cited by 141 · cited 3× · see citing works
“…a specific neural system related to social cognition is engaged in the inhibition of automatic imitative tendencies. mPFC and rTPJ have both been implicated in imitation inhibition by some studies (Wang et al., 2011; Brass et al., 2009; Spengler et al., 2009; Brass, Derrfuss, & von Cramon, 2005).”
MethodResultSelf-citationA hierarchical model of the evolution of human brain specializations
Barrett, H. C. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1201898109 · Cited by 139 · cited 2× · see citing works
“These studies suggest that models including neat divisions between these networks may be an overly simplistic characterization of mental function (Michael & D ’ Ausilio, 2015; Barrett, 2012).”
BackgroundSalient-features coding in the translation between orthogonal stimulus and response dimensions.
Weeks, D. J., & Proctor, R. W. (1990) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.119.4.355 · Cited by 139 · see citing works
Sex, sexual orientation, and identification of positive and negative facial affect
Rahman, Q., Wilson, G. D., & Abrahams, S. (2004) · Brain and Cognition · doi:10.1016/j.bandc.2004.01.002 · Cited by 137 · cited 1× · see citing works
“…in social cognition have mainly focused on emotional expression perception and mental state reasoning with little emphasis placed on imitation (Krach et al., 2009; Russell, Tchanturia, Rahman, & Schmidt, 2007; Rahman, Wilson, & Abrahams, 2004; Campbell et al., 2002; Thayer & Johnsen, 2000).”
BackgroundSelf–other control processes in social cognition: from imitation to empathy
de Guzman, M., Bird, G., Banissy, M. J., & Catmur, C. (2015) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2015.0079 · Cited by 128 · cited 2× · see citing works
“For example, self – other control processes have been linked to autism, empathy, and theory of mind (de Guzman et al., 2016; Sowden & Shah, 2014; Spengler et al., 2009).”
BackgroundMethodvan Schie, H. T., van Waterschoot, B. M., & Bekkering, H. (2008) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/a0011750 · Cited by 127 · cited 1× · see citing works
“For example, in many circumstances, imitation is maladaptive and requires inhibition (Cross & Iacoboni, 2014; Cross, Torrisi, Losin, & Iacoboni, 2013; van Schie, van Waterschoot, & Bekkering, 2008; Newman-Norlund, van Schie, van Zuijlen, & Bekkering, 2007).”
Sex differences in theory of mind: A male advantage on Happé's “cartoon” task
Russell, T. A., Tchanturia, K., Rahman, Q., & Schmidt, U. (2007) · Cognition & Emotion · doi:10.1080/02699930601117096 · Cited by 125 · see citing works
The classification of ‘fear’ from faces is associated with face recognition skill in women
Campbell, R., Elgar, K., Kuntsi, J., Akers, R., Terstegge, J., Coleman, M., & Skuse, D. (2002) · Neuropsychologia · doi:10.1016/s0028-3932(01)00164-6 · Cited by 124 · cited 2× · see citing works
“…in social cognition have mainly focused on emotional expression perception and mental state reasoning with little emphasis placed on imitation (Krach et al., 2009; Russell, Tchanturia, Rahman, & Schmidt, 2007; Rahman, Wilson, & Abrahams, 2004; Campbell et al., 2002; Thayer & Johnsen, 2000).”
BackgroundInvolvement of the mentalizing network in social and non-social high construal
Baetens, K., Ma, N., Steen, J., & Overwalle, F. V. (2013) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nst048 · Cited by 123 · see citing works
SONNBY‐BORGSTRÖM, M., JÖNSSON, P., & SVENSSON, O. (2008) · Scandinavian Journal of Psychology · doi:10.1111/j.1467-9450.2008.00626.x · Cited by 119 · cited 1× · see citing works
“It has been argued that imitation is modulated by stable individual differences, such as empathy (Chartrand & Lakin, 2013) and sex (Butler et al., 2015; Sonnby-Borgström et al., 2008).”
BackgroundThe Brain's Intention to Imitate: The Neurobiology of Intentional versus Automatic Imitation
Bien, N., Roebroeck, A. F., Goebel, R., & Sack, A. T. (2009) · Cerebral Cortex · doi:10.1093/cercor/bhn251 · Cited by 118 · cited 2× · see citing works
“In contrast, other studies found engagement of mPFC only (Cross et al., 2013; Brass et al., 2001) or of domain-general regions rather than mPFC and rTPJ (Marsh et al., 2016; Cross & Iacoboni, 2013; Crescentini et al., 2011; Bien et al., 2009).”
BackgroundResultValidating the Why/How contrast for functional MRI studies of Theory of Mind
Spunt, R. P., & Adolphs, R. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.05.023 · Cited by 116 · cited 1× · see citing works
“For example, different ToM localizers may engage partly nonoverlapping aspects of the ToM network (Schaafsma, Pfaff, Spunt, & Adolphs, 2015; Spunt & Adolphs, 2014).”
BackgroundThe rTPJ’s overarching cognitive function in networks for attention and theory of mind
Schuwerk, T., Schurz, M., Müller, F., Rupprecht, R., & Sommer, M. (2016) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsw163 · Cited by 115 · cited 1× · see citing works
“suggests that mPFC and rTPJ may be functionally versatile in the sense that they show general cognitive properties, which may not be specific to social cognition (Alexander & Brown, 2011; Carter & Huettel, 2013; de la Vega et al., 2016; Dugue et al., 2017; Schurz et al., 2017; Schuwerk et al., 2017; Yarkoni et al., 20…”
BackgroundMimicry and automatic imitation are not correlated
Genschow, O., van Den Bossche, S., Cracco, E., Bardi, L., Rigoni, D., & Brass, M. (2017) · PLoS ONE · doi:10.1371/journal.pone.0183784 · Cited by 115 · cited 6× · see citing works
“More recent work also showed a greater interference effect for female individuals compared with male individuals (Genschow et al., 2017), as well as greater error rates for predominantly female samples than male samples (Cracco et al., 2018).”
BackgroundResultInfluentialCross, K. A., Torrisi, S., Reynolds Losin, E. A., & Iacoboni, M. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.06.060 · Cited by 113 · cited 2× · see citing works
“In contrast, other studies found engagement of mPFC only (Cross et al., 2013; Brass et al., 2001) or of domain-general regions rather than mPFC and rTPJ (Marsh et al., 2016; Cross & Iacoboni, 2013; Crescentini et al., 2011; Bien et al., 2009).”
BackgroundResultImitative response tendencies in patients with frontal brain lesions.
Brass, M., Derrfuss, J., Matthes-von Cramon, G., & von Cramon, D. Y. (2003) · Neuropsychology · doi:10.1037/0894-4105.17.2.265 · Cited by 109 · see citing works
Santiesteban, I., Banissy, M. J., Catmur, C., & Bird, G. (2015) · European Journal of Neuroscience · doi:10.1111/ejn.13036 · Cited by 107 · cited 1× · see citing works
“temporoparietal junction (rTPJ) operates during the inhibition of imitation (Brass et al., 2001; 2003; Klapper et al., 2014; Spengler et al., 2009; 2010; Santiesteban et al., 2012; Wang et al., 2011; Hogeveen et al., 2014; Santiesteban et al., 2015; Sowden & Catmur, 2015; Bardi et al., 2017).”
BackgroundSpengler, S., von Cramon, D. Y., & Brass, M. (2010) · Social Neuroscience · doi:10.1080/17470911003687905 · Cited by 103 · see citing works
Iacoboni, M. (2009) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2009.09.008 · Cited by 102 · cited 1× · see citing works
“Prior neuroscience research has shown that imitation is supported by the mirror neuron system, a neural network engaged in perceiving and performing actions (Iacoboni, 2009; Rizzolatti & Craighero, 2004; Iacoboni et al., 1999).”
BackgroundKrach, S., Blümel, I., Marjoram, D., Lataster, T., Krabbendam, L., Weber, J., van Os, J., & Kircher, T. (2009) · BMC Neuroscience · doi:10.1186/1471-2202-10-9 · Cited by 101 · cited 2× · see citing works
“…in social cognition have mainly focused on emotional expression perception and mental state reasoning with little emphasis placed on imitation (Krach et al., 2009; Russell, Tchanturia, Rahman, & Schmidt, 2007; Rahman, Wilson, & Abrahams, 2004; Campbell et al., 2002; Thayer & Johnsen, 2000).”
BackgroundHogeveen, J., Obhi, S. S., Banissy, M. J., Santiesteban, I., Press, C., Catmur, C., & Bird, G. (2015) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsu148 · Cited by 100 · cited 3× · see citing works
“temporoparietal junction (rTPJ) operates during the inhibition of imitation (Brass et al., 2001; 2003; Klapper et al., 2014; Spengler et al., 2009; 2010; Santiesteban et al., 2012; Wang et al., 2011; Hogeveen et al., 2014; Santiesteban et al., 2015; Sowden & Catmur, 2015; Bardi et al., 2017).”
BackgroundSex differences in electrophysiological indices of conflict monitoring
Clayson, P. E., Clawson, A., & Larson, M. J. (2011) · Biological Psychology · doi:10.1016/j.biopsycho.2011.03.011 · Cited by 90 · cited 2× · see citing works
“The result is also consistent with reports in a wide range of nonsocial inhibitory control tasks, which show similar sex differences (Figure 2; Stoet, 2010, 2017; Clayson et al., 2011; Rubia et al., 2010; Bayliss et al., 2005).”
ResultKlapper, A., Ramsey, R., Wigboldus, D., & Cross, E. S. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00651 · Cited by 85 · cited 2× · see citing works
“…of imitation (Bardi, Gheza, & Brass, 2017; Santiesteban, Banissy, Catmur, & Bird, 2012, 2015; Sowden & Catmur, 2015; Hogeveen et al., 2014; Klapper, Ramsey, Wigboldus, & Cross, 2014; Wang, Ramsey, & Hamilton, 2011; Spengler, von Cramon, & Brass, 2009, 2010; Brass, Derrfuss, Matthes-von…”
BackgroundSelf-citationSpecific Visual Subregions of TPJ Mediate Reorienting of Spatial Attention
Dugué, L., Merriam, E. P., Heeger, D. J., & Carrasco, M. (2017) · Cerebral Cortex · doi:10.1093/cercor/bhx140 · Cited by 81 · cited 1× · see citing works
“…mPFC and rTPJ may be functionally versatile in the sense that they show general cognitive properties, which may not be specific to social cognition (Dugué, Merriam, Heeger, & Carrasco, 2017; Schurz, Tholen, Perner, Mars, Sallet, 2017; Schuwerk, Schurz, Müller, Rupprecht, & Sommer, 2017; de la…”
BackgroundSex differences in the processing of flankers
Stoet, G. (2009) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470210903464253 · Cited by 79 · cited 2× · see citing works
“…wherein female individuals have been shown to require more cognitive resources than male individuals to inhibit automatic response tendencies (Figure 1; Stoet, 2010, 2017; Clayson, Clawson, & Larson, 2011; Rubia, Hyde, Halari, Giampietro, & Smith, 2010; Bayliss, di Pellegrino, & Tipper, 2005).”
BackgroundResultSelf-other control: a candidate mechanism for social cognitive function
Sowden, S., & Shah, P. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00789 · Cited by 77 · cited 2× · see citing works
“For example, self – other control processes have been linked to autism, empathy, and theory of mind (de Guzman et al., 2016; Sowden & Shah, 2014; Spengler et al., 2009).”
BackgroundMethodSex differences in the Simon task help to interpret sex differences in selective attention
Stoet, G. (2016) · Psychological Research · doi:10.1007/s00426-016-0763-4 · Cited by 74 · cited 2× · see citing works
“…wherein female individuals have been shown to require more cognitive resources than male individuals to inhibit automatic response tendencies (Figure 1; Stoet, 2010, 2017; Clayson, Clawson, & Larson, 2011; Rubia, Hyde, Halari, Giampietro, & Smith, 2010; Bayliss, di Pellegrino, & Tipper, 2005).”
BackgroundResultErratum: Power failure: why small sample size undermines the reliability of neuroscience
Button, K. S., Ioannidis, J. P. A., Mokrysz, C., Nosek, B. A., Jonathan Flint, C., Robinson, E. S. J., & Munafo, M. R. (2013) · Nature reviews. Neuroscience · doi:10.1038/nrn3502 · Cited by 65 · see citing works
Boyer, T. W., Longo, M. R., & Bertenthal, B. I. (2012) · Acta Psychologica · doi:10.1016/j.actpsy.2012.01.003 · Cited by 64 · cited 2× · see citing works
“One possibility is that, instead of a distinctly social mechanism (Bertenthal & Scheutz, 2013; Boyer et al., 2012), inhibiting imitative tendencies may involve the same cognitive processes that are used when inhibiting other nonsocial external influences (Cooper et al., 2012; Heyes, 2011).”
BackgroundStereotype-based modulation of person perception
Susanne Quadflieg, A., Flannigan, N., Waiter, G. D., Rossion, B., Wig, G. S., Turk, D. J., & Macrae, C. N. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.05.004 · Cited by 60 · see citing works
To imitate or not: Avoiding imitation involves preparatory inhibition of motor resonance
Cross, K. A., & Iacoboni, M. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.01.027 · Cited by 54 · cited 2× · see citing works
“However, recent studies suggest that imitation control (and social cognition more broadly) relies on interactions between bottom – up and top – down processes (Christov-Moore, Conway, & Iacoboni, 2017; Cross & Iacoboni, 2014; Bohl & van den Bos, 2012).”
BackgroundWiggett, A. J., Hudson, M., Tipper, S. P., & Downing, P. E. (2011) · Brain and Cognition · doi:10.1016/j.bandc.2011.02.014 · Cited by 53 · cited 1× · see citing works
“…compatibility effects, spatial and imitative processes need to be dissociated (Gowen, Bolton, & Poliakoff, 2016; Marsh et al., 2016; Boyer, Longo, & Bertenthal, 2012; Cooper, Catmur, & Heyes, 2012; Catmur & Heyes, 2011; Wiggett, Hudson, Tipper, & Downing, 2011; Bertenthal, Longo, & Kosobud, 2006).”
Investigating the Relationship between Stable Personality Characteristics and Automatic Imitation
Butler, E. E., Ward, R., & Ramsey, R. (2015) · PLOS ONE · doi:10.1371/journal.pone.0129651 · Cited by 44 · cited 12× · see citing works
“To identify a neural signature of the sex difference in imitation inhibition, a Sex × Compatibility ANOVA was computed (female [incompatible > compatible] > male [incompatible > compatible]) as female individuals have been shown to have a higher compatibility effect than male individuals in the imitation task (Butler…”
BackgroundMethodResultInfluentialSelf-citationSpunt, R. P., & Adolphs, R. (2015) · Psychological Science · doi:10.1177/0956797615569002 · Cited by 41 · cited 1× · see citing works
“…of social cognition shows growing evidence for higher complexity and functional interplay within and between so-called domain-specific and domain-general networks (Spunt & Adolphs, 2015; Baetens, Ma, Steen, & Van Overwalle, 2014; Quadflieg et al., 2011; Zaki, Hennigan, Weber, & Ochsner, 2010).”
Empathy is a beautiful thing: Empathy predicts imitation only for attractive others
Müller, B. C. N., van Leeuwen, M. L., van Baaren, R. B., Harold Bekkering, A., & Dijksterhuis, A. (2013) · Scandinavian Journal of Psychology · doi:10.1111/sjop.12060 · Cited by 40 · cited 1× · see citing works
“However, even though empathy has been associated with different types of imitation paradigms (Müller, Leeuwen, Baaren, Bekkering, & Dijksterhuis, 2013; Sonnby-Borgström, Jönsson, & Svensson, 2003; Sonnby-Borgström, 2002; Chartrand & Bargh, 1999), the evidence to date suggests that there is no link…”
BackgroundThe imitation game: Effects of social cues on ‘imitation’ are domain-general in nature
Marsh, L. E., Bird, G., & Catmur, C. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.06.050 · Cited by 39 · see citing works
Are Automatic Imitation and Spatial Compatibility Mediated by Different Processes?
Cooper, R. P., Catmur, C., & Heyes, C. (2013) · Cognitive Science · doi:10.1111/j.1551-6709.2012.01252.x · Cited by 37 · cited 2× · see citing works
“One possibility is that, instead of a distinctly social mechanism (Bertenthal & Scheutz, 2013; Boyer et al., 2012), inhibiting imitative tendencies may involve the same cognitive processes that are used when inhibiting other nonsocial external influences (Cooper et al., 2012; Heyes, 2011).”
BackgroundGowen, E., Bolton, E., & Poliakoff, E. (2016) · Cognition · doi:10.1016/j.cognition.2015.10.010 · Cited by 34 · see citing works
Domain-specific and domain-general processes in social perception – A complementary approach
Michael, J., & D’Ausilio, A. (2014) · Consciousness and Cognition · doi:10.1016/j.concog.2014.12.009 · Cited by 34 · see citing works
Imitation components in the human brain: An fMRI study
Mengotti, P., Corradi-Dell'Acqua, C., & Rumiati, R. I. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2011.09.004 · Cited by 33 · cited 1× · see citing works
“In addition, a number of studies showed engagement of regions associated with the MD network including dorsal frontoparietal cortex, supplementary motor area (SMA) and anterior insula (Bien, Roebroeck, Goebel, & Sack, 2009; Crescentini, Mengotti, Grecucci, & Rumiati, 2011; Cross & Iacoboni, 2013; Marsh, Bird, & Catmur…”
BackgroundDeontological Dilemma Response Tendencies and Sensorimotor Representations of Harm to Others
Christov‐Moore, L., Conway, P. J., & Iacoboni, M. (2017) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2017.00034 · Cited by 29 · see citing works
TPJ-M1 interaction in the control of shared representations: New insights from tDCS and TMS combined
Bardi, L., Gheza, D., & Braß, M. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.10.050 · Cited by 28 · see citing works
The effect of observed biological and non biological movements on action imitation: An fMRI study
Crescentini, C., Mengotti, P., Grecucci, A., & Rumiati, R. I. (2011) · Brain Research · doi:10.1016/j.brainres.2011.08.077 · Cited by 21 · cited 2× · see citing works
“In contrast, other studies found engagement of mPFC only (Cross et al., 2013; Brass et al., 2001) or of domain-general regions rather than mPFC and rTPJ (Marsh et al., 2016; Cross & Iacoboni, 2013; Crescentini et al., 2011; Bien et al., 2009).”
BackgroundResultCross, K. A., & Iacoboni, M. (2011) · Human Brain Mapping · doi:10.1002/hbm.21428 · Cited by 15 · see citing works
Quantitative Methods in Psychology.
Desind, P., & Lewis, D. (1950) · Journal of the American Statistical Association · doi:10.2307/2280440 · Cited by 13 · see citing works
The brain's intention to imitate: The neurobiology of intentional versus automatic imitation
Bien, N., Roebroeck, A. F., Goebel, R., & Sack, A. T. (2008) · Brain stimulation · doi:10.1016/j.brs.2008.06.178 · Cited by 13 · see citing works
In Praise of a Model but Not Its Conclusions: Commentary on Cooper, Catmur, and Heyes (2012)
Bertenthal, B. I., & Scheutz, M. J. (2013) · Cognitive Science · doi:10.1111/cogs.12039 · Cited by 11 · cited 1× · see citing works
“One possibility is that, instead of a distinctly social mechanism (Bertenthal & Scheutz, 2013; Boyer et al., 2012), inhibiting imitative tendencies may involve the same cognitive processes that are used when inhibiting other nonsocial external influences (Cooper et al., 2012; Heyes, 2011).”
BackgroundCorrigendum: The neuroscience of empathy: progress, pitfalls and promise
Zaki, J., & Ochsner, K. N. (2013) · Nature Neuroscience · doi:10.1038/nn1213-1907c
Gowen, E., Bolton, E., & Poliakoff, E. (2017) · Cognition · doi:10.1016/j.cognition.2017.04.010
Differential selectivity for dynamic versus static information in face selective regions
Pitcher, D., Dilks, D., Saxe, R., & Kanwisher, N. (2011) · Journal of Vision · doi:10.1167/11.11.654
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Binney, R. J., & Ramsey, R. (2020) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.01.030 · Cited by 113 · see citing works
“Second, we compare tenets of our model to those that have emerged from within a specific domain of social cognition, namely the phenomenon of ‘automatic imitation’ (Brass et al., 2009; Brass and Heyes, 2005; Darda et al., 2018; de Guzman et al., 2016; Gowen and Poliakoff, 2012; Heyes, 2011; Ramsey, 2018; Sowden and Sh…”
BackgroundMethodSelf-citationWhat are reaction time indices of automatic imitation measuring?
Ramsey, R. (2018) · Consciousness and Cognition · doi:10.1016/j.concog.2018.08.006 · Cited by 47 · see citing works
Self-citationReaction time indices of automatic imitation measure imitative response tendencies
Cracco, E., & Brass, M. (2019) · Consciousness and Cognition · doi:10.1016/j.concog.2019.01.001 · Cited by 45 · see citing works
Ramsey, R., & Ward, R. (2020) · Perspectives on Psychological Science · doi:10.1177/1745691620904972 · Cited by 39 · see citing works
Self-citationThe inhibition of automatic imitation: A meta-analysis and synthesis of fMRI studies
Darda, K. M., & Ramsey, R. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.04.059 · Cited by 40 · see citing works
Self-citationExploring the relationship between anthropomorphism and theory‐of‐mind in brain and behaviour
Hortensius, R., Kent, M., Darda, K. M., Jastrzab, L. E., Koldewyn, K., Ramsey, R., & Cross, E. S. (2021) · Human Brain Mapping · doi:10.1002/hbm.25542 · Cited by 30 · see citing works
“Similarly, the left and right TPJ have been implicated in not only theory-of-mind and related processes, but also in other more domain-general functions (Darda et al., 2018).”
BackgroundSelf-citationIndividual differences in social and non-social cognitive control
Darda, K. M., Butler, E. E., & Ramsey, R. (2020) · Cognition · doi:10.1016/j.cognition.2020.104317 · Cited by 26 · see citing works
“Based on prior research (Catmur & Heyes, 2011; Darda et al., 2018; Gowen, Bolton, & Poliakoff, 2016; Marsh, Bird, & Catmur, 2016), we expected a main effect of spatial and imitative compatibility such that RT would be higher, and accuracy would be lower on spatially incompatible trials compared to spatially compatible…”
ResultSelf-citationArioli, M., Cattaneo, Z., Parimbelli, S., & Canessa, N. (2023) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsad003 · Cited by 33 · see citing works
“In contrast, studies of action conflict monitoring contrasted conditions eliciting misalignment between performed and attended actions (socially incongruent condition) with conditions in which a same action is both executed and observed (socially congruent condition) (Cracco et al., 2018; Darda et al., 2018; Darda and…”
BackgroundTurrini, S., Fiori, F., Bevacqua, N., Saracini, C., Lucero, B. A., Candidi, M., & Avenanti, A. (2024) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2404925121 · Cited by 21 · see citing works
Intentional synchronisation affects automatic imitation and source memory
Cross, L., Atherton, G., & Sebanz, N. (2021) · Scientific Reports · doi:10.1038/s41598-020-79796-9 · Cited by 15 · see citing works
Binney, R. J., & Ramsey, R. (2019) · doi:10.31234/osf.io/36tm5 · Cited by 13 · see citing works
Self-citationAutomatic imitation remains unaffected under cognitive load.
Ramsey, R., Darda, K. M., & Downing, P. E. (2019) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/xhp0000632 · Cited by 10 · see citing works
Self-citationKarimova, E., Gulyaeva, A. S., & Katermin, N. S. (2022) · Social Neuroscience · doi:10.1080/17470919.2022.2112753 · Cited by 9 · see citing works
“One of these demonstrated the absence of gender differences in the functioning of neural circuits of automatic imitation inhibition (Darda et al., 2018).”
BackgroundCzekóová, K., Shaw, D. J., Lamoš, M., Špiláková, B., Salazar, M., & Brázdil, M. (2021) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-020-00860-y · Cited by 7 · see citing works
“A closer inspection of the data reported by Darda et al. (2018) and Marsh et al. (2016) shows that AI also can be reversed by simple spatial influences; in both studies, positive AI measured in response to a left stimulus hand positioned horizontally was reversed to negative AI for a right stimulus…”
BackgroundInfluentialQureshi, A., Bretherton, L., Marsh, B., & Monk, R. L. (2020) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-020-00786-5 · Cited by 8 · see citing works
The relationship between inhibition of automatic imitation and personal cognitive styles
Nishimura, Y., Ikeda, Y., & Higuchi, S. (2018) · Journal of PHYSIOLOGICAL ANTHROPOLOGY · doi:10.1186/s40101-018-0184-8 · Cited by 8 · see citing works
“More recently, a domain-general brain network related to broad reaction-inhibition has also been implicated in imitation inhibition [29].”
The inhibition of automatic imitation: a meta-analysis and synthesis of fMRI studies
Darda, K. M., & Ramsey, R. (2018) · bioRxiv · doi:10.1101/334938
Self-citationAnthropomorphism and Human–Robot Interaction
Wullenkord, R., Lacroix, D., & Eyssel, F. (2024) · Cambridge University Press eBooks · doi:10.1017/9781009386708.005 · Cited by 3 · see citing works
How self-other control determines individual differences in adolescents’ theory of mind
Wang, X., Su, Y., Pei, M., & Hong, M. (2021) · Cognitive Development · doi:10.1016/j.cogdev.2021.101007 · Cited by 4 · see citing works
Observing errors in a combination of error and correct models favors observational motor learning
Tang, Z., Oouchida, Y., Wang, M., Dou, Z., & Izumi, S. (2022) · BMC Neuroscience · doi:10.1186/s12868-021-00685-6 · Cited by 3 · see citing works
“If the participant identified the same errors, these errors would be inhibited [27, 36].”
BackgroundMate Choice, Sex Roles and Sexual Cognition: Neuronal Prerequisites Supporting Cognitive Mate Choice
Fuss, T. (2021) · Frontiers in Ecology and Evolution · doi:10.3389/fevo.2021.749499 · Cited by 3 · see citing works
Riva, F., Pronizius, E., Lenger, M., Kronbichler, M., Silani, G., & Lamm, C. (2023) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsad034 · Cited by 1 · see citing works
Turrini, S., Tarasi, L., Bevacqua, N., Fiori, F., Zago, S., Arcara, G., Candidi, M., Romei, V., & Avenanti, A. (2025) · Journal of Neuroscience · doi:10.1523/jneurosci.0340-25.2025 · Cited by 3 · see citing works
Natural Language Processing Tools and Workflows for Improving Research Processes
Khan, N., Elizondo, D. A., Deka, L., et al. (2024) · Applied Sciences · doi:10.3390/app142411731 · Cited by 2 · see citing works
“The first ( W a 3 ) is composed of 5 arbitrarily selected full papers from the following 3 journals found on IEEE Xplore: Journal of Cognitive Neuro-science [15–19], SAIEE Africa Research Journal [20–24], and IEEE Open Journal of Antennas and Propagation [25–29].”
Exploring the relationship between anthropomorphism and Theory-of-Mind in brain and behaviourPreprint
Hortensius, R., Kent, M., Darda, K. M., Jastrzab, L. E., Koldewyn, K., Ramsey, R., & Cross, E. S. (2020) · doi:10.31234/osf.io/3uj4g · Cited by 2 · see citing works
Self-citationRamseyWard_social_priority_mappingPreprint
Ramsey, R., & Ward, R. D. (2019) · doi:10.31234/osf.io/tqwfn · Cited by 1 · see citing works
Self-citationThe promise and pitfalls of studying the neurophysiological correlates of automatic imitationPreprint
Darda, K. M., & Ramsey, R. (2024) · doi:10.31234/osf.io/yfxdn
Self-citationThe Promise and Pitfalls of Studying the Neurophysiological Correlates of Automatic Imitation
Darda, K. M., & Ramsey, R. (2024) · Springer eBooks · doi:10.1007/978-3-031-62634-0_6
Self-citationAn Introduction to the Law, Policy, and Regulation for Human–Robot Interaction
Barfield, W., Weng, Y.-H., & Pagallo, U. (2024) · Cambridge University Press eBooks · doi:10.1017/9781009386708.003
- Authors
- Darda, K. M., Butler, E. E., & Ramsey, R.
- Affiliations
- Bangor University (GB)
- Venue
- Journal of Cognitive Neuroscience
- Publisher
- MIT Press
- Published
- 2018-06
- Volume
- 30
- Issue
- 6
- Pages
- 914-933
- ISSN
- 0898-929X (ISSN-L)
- 1530-8898
- OpenAlex
- W2790051968
- Cited by
- 30
- References
- 132
- Citations by year
- 2025: 1 · 2024: 6 · 2023: 2 · 2022: 3 · 2021: 5 · 2020: 5 · 2019: 5 · 2018: 2
- FWCI
- 5.77
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by
- Locations
- Journal of Cognitive Neuroscience (publishedVersion, cc-by)
- PubMed (publishedVersion)
- OSF Preprints (OSF Preprints) (submittedVersion, cc-by)
- Repository for Publications and Research Data (ETH Zurich) (submittedVersion, cc-by)
- ETH Zürich Research Collection
- Topics
- Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
- Social Sciences › Psychology › Developmental and Educational Psychology › Child and Animal Learning Development
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- automatic imitation, sex differences, multiple-demand network, social cognition, neural circuits, power analysis, sample size determination
- MeSH terms
- Adult, Brain, Brain Mapping, Female, Humans, Imitative Behavior, Inhibition, Psychological, Interpersonal Relations, Magnetic Resonance Imaging
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-08.
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