ORIGINAL RESEARCH article

Front. Psychol., 28 November 2013

Sec. Cognitive Science

Volume 4 - 2013 | https://doi.org/10.3389/fpsyg.2013.00901

Relationships between personality traits and attitudes toward the sense of smell

  • HS

    Han-Seok Seo *

  • SL

    Suji Lee

  • SC

    Sungeun Cho

  • Department of Food Science, University of Arkansas Fayetteville, AR, USA

Abstract

Olfactory perception appears to be linked to personality traits. This study aimed to determine whether personality traits influence human attitudes toward sense of smell. Two-hundred participants’ attitudes toward their senses of smell and their personality traits were measured using two self-administered questionnaires: the Importance of Olfaction Questionnaire and the Eysenck Personality Questionnaire-Revised. Demographics and olfactory function were also assessed using a self-administered questionnaire. Gender-induced differences were present in attitudes toward sense of smell. Women participants were more dependent than men participants on olfactory cues for daily decision-making. In addition, as participants evaluated their own olfactory functions more positively, they relied more on olfactory information in everyday life. To determine a relationship between personality traits and attitudes toward sense of smell, Spearman partial correlation analyses were conducted, with controlling the factors that might influence attitudes with respect to sense of smell (i.e., gender and self-awareness of olfactory function) as covariates. Participants who scored high on the lie-scale (i.e., socially desirable and faking good), tended to use olfactory cues for daily decision-making related both to social communication and product purchase. In conclusion, our findings demonstrate a significant association between personality traits and attitudes toward sense of smell.

INTRODUCTION

Despite its important role, relatively little attention has been paid to the sense of smell compared to other senses (e.g., vision and hearing). The sense of smell is mainly associated with eating behavior, awareness of environmental hazard, and social communication (for a review, see ). Olfactory function influences appetite (), food perception and palatability (; ; ; ), and food-related social behavior (). For example, people with olfactory impairment appear to be more exposed to risks of unbalanced nutritional status (; ) and poor food intake (), although these findings have not been consistently observed in previous studies (; ; ). In addition, a sense of smell can detect not only microbial risks such as feces, decay, and spoilage (), but also non-microbial threats such as gas leaks and smoke (; ; ). Finally, the major histocompatibility complex (MHC) genotype and body odors can play a critical role in mate selection, not only by avoiding inbreeding, but also by detecting fit partners (; ; ; ; for a review, see ; ). For example, women students rated body odors of T-shirts worn by men different from themselves with respect to MHC alleles significantly more pleasant than body odors of T-shirts worn by men with similar MHC alleles (). Olfactory signals can also deliver individual identity (; ), emotional states (; ; ), age-related information (), and sexual interests (). demonstrated an interesting relationship between sense of smell and sexual relationships in people diagnosed with isolated congenital anosmia. Men born without a sense of smell reported significantly fewer sexual relationships compared to age-matched healthy men. Also, women born without a sense of smell appeared to feel less secure about sexual partnership compared to healthy women in a control group.

Although the sense of smell plays a significant role in modulating eating behavior, hazard detection, and social communication (), people’s attitudes toward sense of smell vary as a function of olfactory performance (; ), gender (; ; ; ; ), and culture (; ; ; ). For example, patients with olfactory impairments tend to complain more strongly about their decreased quality of life than people with normal olfactory function (). Furthermore, women patients consider olfactory impairment-decreased quality of life more negatively than do men patients (). Gender-induced difference in attitudes toward olfaction is also observed in people with a normal sense of smell (; ; ). It seems that women are more attentive than men to olfactory cues (; ; ; ).

Personality is another potential factor in modulating olfactory perception (, ; ; ; ; ; ; ). Earlier research demonstrated plausible relationships between olfactory sensitivity and personality traits such as extraversion/introversion; the results, however, are controversial. reported that olfactory sensitivity was positively correlated with degree of extraversion but not with degree of neuroticism. In contrast, another study by demonstrated that, in comparison to extremely sociable participants, extremely shy participants were significantly more sensitive to odors. Furthermore, several studies reported no significant relationship between olfactory sensitivity and extraversion/introversion (; ; ; ; ). found that neuroticism, when compared to extraversion, has a stronger impact in determination of olfactory sensitivity. also reported that olfactory sensitivity correlated with neuroticism, but not with other personality traits such as extraversion, openness, and agreeability (but see also ). In addition, personality traits may alter a participant’s ability to identify odors (; ). For example, participants who scored high in neuroticism (i.e., more emotional and anxious) identified odors more correctly (). In contrast, participants with high degrees of impulsiveness and assertiveness identified odors less correctly (). A recent study conducted by found a significant correlation between participants’ anxiety traits (a neuroticism facet) and their ability to discriminate odors. That is, as participants were more anxious, they discriminated odors more correctly. Finally, personality modulates participants’ reaction speed with respect to olfactory cues (). demonstrated that both neurotic and anxious men detected pleasant/unpleasant odors more quickly than emotionally neutral odors, while stable and calm men detected both odors equally quickly (i.e., no significant differences in reaction time to both pleasant/unpleasant and neutral odors). In a more recent study, compared response times of both high- and low-trait anxiety adults to pleasant- and unpleasant-smelling food odors (i.e., strawberry and fish odors, respectively). Similarly to previous findings of , they found that, regardless of whether odors were pleasant or unpleasant, highly anxious individuals detected odors more quickly than did less anxious ones.

Likewise, earlier studies have highlighted the modulatory effects of personality traits on olfactory perceptions such as odor sensitivity, discrimination, and identification. In addition, previous research has demonstrated that people’s attitudes toward sense of smell can vary as a function of olfactory performance (; ). Given the two ideas that (1) personality traits influence olfactory performance and (2) olfactory performance appears to be closely related to attitudes toward olfaction, we hypothesized that personality traits could be related to attitudes toward sense of smell. Up to now, little has been known about a potential connection between personality traits and attitudes toward sense of smell. To build on previous findings, this study has aimed to determine whether human attitudes toward sense of smell can be related to personality traits.

MATERIALS AND METHODS

This study was conducted in conformance with the Declaration of Helsinki for studies on human subjects. The protocol was approved by the University Institutional Review Board of the University of Arkansas (Fayetteville, AR, USA).

PARTICIPANTS

A total number of 207 volunteers (73 men and 134 women) representing an age range of 18–73 years [mean age ± standard deviation (SD) = 39 ± 14 years] took part in this study. Data from seven volunteers (four men and three women) who had either clinical histories of major diseases (e.g., diabetes and cancer) or olfactory impairment were discarded. The olfactory impairment was determined based on results obtained through a “Sniffin’ Sticks” screening test (Burghart Instruments, Wedel, Germany; for details, see ). Accordingly, data from a total of 200 respondents (69 men and 131 women) were analyzed. Table 1 shows the demographic details of the respondents. The experimental procedure was thoroughly explained to all participants and a written informed consent was obtained from each prior to participation.

Table 1

(N = 200)
CategoriesSubcategoriesFrequency%
GenderMen6934.5
Women13165.5
Age group18–24 years2713.5
25–44 years10753.5
45–64 years5929.5
65 years and over73.5
Body mass indexUnderweight (less than 18.5)63.0
Normal weight (18.5–24.9)7738.5
Overweight (25.0–29.9)4623.0
Obese (more than 30.0)7035.0
Ethnicity backgroundCaucasian19396.5
African-American10.5
Asian63.0
Annual household incomeUnder $15,0002914.5
$15,000 to $34,9994623.0
$35,000 to $54,9993618.0
$55,000 to $74,9993115.5
$75,000 to $94,9992713.5
More than $95,0003115.5
Education levelHigh school6231.0
2-year college2814.0
4-year college6231.0
Graduate school4824.0
Self-ratings of olfactory functionVery bad21.0
Bad00.0
Moderate157.5
Good10653.0
Very good7738.5

Participants’ demographic profiles and self-ratings of olfactory function.

QUESTIONNAIRES

Participants’ attitudes toward sense of smell, personality traits, and their demographics and self-ratings with respect to olfactory function were measured using self-administered questionnaires.

Attitudes toward sense of smell

To assess participants’ attitudes toward sense of smell, we used the “Importance of Olfaction Questionnaire” (IOQ) designed by . The IOQ includes three subscales: “association,” “application,” and “consequence.” Each subscale is in turn composed of six questions to be answered with a 4-point category scale (1 = I totally disagree to 4 = I totally agree). The association-subscale indicates emotion, memory, and episode triggered by a sense of smell. The application-subscale reflects the extent to which people use sense of smell in their daily activities. Finally, the consequence-subscale reflects the extent to which people rely on sense of smell for daily decision-making. The additional subscale of “aggravation” developed for clinical applications () was not used because this study was designed for a general population.

Personality

Participants’ personality traits were assessed using the “Eysenck Personality Questionnaire-Revised” (EPQ-R; ). The EPQ-R, a 48-question self-reporting questionnaire, examines four major dimensions of personality trait: “psychoticism” (P: 12 questions), “extraversion” (E: 12 questions), “neuroticism” (N: 12 questions), and “lie-scale” (L: 12 questions). The psychoticism-subscale assesses behavior patterns used to characterize psychotic individuals or psychoses (; ). The extraversion-subscale measures the extent to which individuals are sociable and active (; ). The neuroticism-subscale assesses the extent to which individuals are predisposed to experience negative emotion (; ). Finally, the lie-scale subscale reflects individuals’ socially conforming behaviors or their tendency to “fake good” ().

DEMOGRAPHICS AND SELF-RATINGS OF OLFACTORY FUNCTION

Participants’ demographics, such as gender, age, height, weight, ethnic background, annual household income, and education level, were assessed through a self-administered questionnaire. Table 1 shows the participants’ demographic profiles. In addition, participants were asked to evaluate their own olfactory functions on a 5-point Likert scale ranging from 1 (very bad) to 5 (very good).

DATA ANALYSIS

Data analysis was conducted using SPSS 21.0 for WindowsTM (IBM SPSS Inc., Chicago, IL, USA). Not all participants answered all questions (i.e., several participants did not complete all subscales; one for the association-subscale, two for the consequence-subscale, and two for the lie-scale subscale). Because the Shapiro–Wilk test () revealed that the IOQ and the EPQ-R data were not normally distributed (Table 2), non-parametric statistical methods were used for data analysis. Mann–Whitney and Kruskal–Wallis tests were used to determine whether participants’ attitudes toward sense of smell varied as a function of demographic variables like gender, age, body mass index, annual household income, and education level. Spearman correlation coefficients were used to determine whether attitudes toward sense of smell were related to self-ratings of olfactory function. A relationship between participants’ personality traits and their attitudes toward sense of smell can be mediated by other factors that may possibly influence attitudes toward sense of smell, i.e., demographics and self-ratings of olfactory function (; ). Therefore, to determine whether there is a relationship between personality traits and attitudes toward sense of smell, we used partial Spearman correlation analyses with treating potential factors to affect attitudes toward sense of smell as covariates. Calculating multiple correlations between personality traits and attitudes toward sense of smell can increase the risk of a type I error. That is, multiple correlation tests increase the probability of erroneously rejecting even one of the true null hypotheses (i.e., correlation coefficient is 0) when there is no significant correlation (; ; ). To avoid the risk of multiple correlation tests, the level of statistical significance of correlation coefficients was adjusted using Bonferroni’s correction (). To keep the overall level of significance at 5% in this study, the level of significance for each correlation was divided by 12 (i.e., 4 dimensions of the EPQ-R by 3 subscales of the IOQ); the adjusted level of significance was set at P < 0.0042.

Table 2

(N = 200 A)
MeanMedianStandard deviationSkewnessKurtosisNormality of dataB
Attitudes toward sense of smellC
Association19.019.02.4-0.50.5W = 0.97 (P < 0.001)
Application17.618.02.9-0.30.0W = 0.98 (P = 0.012)
Consequence17.418.02.6-0.40.4W = 0.98 (P = 0.001)
Personality traitsD
Psychoticism1.82.01.51.02.4W = 0.89 (P < 0.001)
Extraversion8.09.03.6-0.6-0.8W = 0.90 (P < 0.001)
Neuroticism4.54.53.20.3-1.0W = 0.95 (P < 0.001)
Lie-scale4.74.02.60.3-0.7

Descriptive analysis results for ratings of personality traits and attitudes toward sense of smell.

A

Not all participants answered all questions (i.e., several participants did not complete all subscales; one for the association-subscale, two for the consequence-subscale, and two for the lie-scale subscale).

B

Normality of data was determined by Shapiro–Wilk test ().

C

Attitudes toward sense of smell were assessed by the Importance of Olfaction Questionnaire (IOQ; ).

D

Personality traits were assessed by the Eysenck Personality Questionnaire-Revised (EPQ-R; ).

RESULTS

Table 2 presents the results of descriptive analysis for personality traits (EPQ-R) and attitudes toward sense of smell (IOQ). As previously mentioned, the data of the IOQ and the EPQ-R were not normally distributed (Table 2), so non-parametric statistical methods were used for data analysis. Before examining the relationship between participants’ personality traits and their attitudes toward sense of smell, potential factors that might possibly mediate the relationship, i.e., demographics and self-ratings of olfactory function, were determined.

INFLUENCES OF DEMOGRAPHICS ON ATTITUDES TOWARD SENSE OF SMELL

Mann–Whitney U-tests revealed that women participants used olfactory cues for daily decision-making more often than men participants (P < 0.001), as shown in Figure 1. However, there was no significant gender-induced difference in the ratings of association-subscale (P = 0.15) and application-subscale (P = 0.23).

FIGURE 1

The Kruskal–Wallis tests found that the ratings of three subscales (i.e., “association,” “application,” and “consequence”) in the IOQ were not significantly different as a function of age groups (P > 0.05), body mass index (P > 0.05), education level (P > 0.05), and annual household income (P > 0.05).

RELATIONSHIPS BETWEEN SELF-RATINGS OF OLFACTORY FUNCTION AND ATTITUDES TOWARD A SENSE OF SMELL

Spearman correlation analyses showed that participants’ self-ratings of olfactory function were positively correlated with the ratings of application-subscale (ρ200 = 0.17, P = 0.02) and consequence-subscale (ρ198 = 0.15, P = 0.03). For example, when participants judged their olfactory function to be more positive, they more frequently used their sense of smell in everyday life and for daily decision-making. Additionally, the self-ratings of olfactory function showed a marginally significant correlation with the ratings of association-subscale (ρ199 = 0.14, P = 0.05).

RELATIONSHIPS BETWEEN PERSONALITY TRAITS AND ATTITUDES TOWARD A SENSE OF SMELL

As previously mentioned, we controlled potential factors that might mediate the relationship between personality traits and attitudes toward sense of smell. Based on these above results, participants’ gender and self-ratings of olfactory function were controlled in determining the relationship between their personality traits and attitudes toward sense of smell.

Table 3 shows partial Spearman’s correlation coefficients (ρ) for the relationships between personality traits and attitudes toward a sense of smell. The ratings of consequence-subscale of the IOQ significantly correlated with the lie-scale scores at the Bonferroni-adjusted level of significance (ρ191 = 0.21, P = 0.0038). In other words, as participants showed socially conforming behaviors (e.g., fake good), they were more dependent on olfactory cues for daily decision-making.

Table 3

(N = 200)
Attitudes toward sense of smellB
AssociationApplicationConsequence
Personality traitsCPsychoticismρ191 = -0.06N.S.ρ191 = -0.01N.S.ρ191 = -0.001N.S.
Extraversionρ191 = 0.10N.S.ρ191 = 0.05N.S.ρ191 = -0.08N.S.
Neuroticismρ191 = 0.11N.S.ρ191 = -0.01N.S.ρ191 = 0.03N.S.
Lie-scaleρ191 = -0.02N.S.ρ191 = 0.09N.S.ρ191 = 0.21*

Partial Spearman correlation coefficients for the relationships between personality traits and attitudes toward sense of smell A.

A

When determining correlation between a dimension of the EPQ-R and a subscale of the IOQ, participants’ gender and self-ratings of olfactory function were treated as covariates.

B

Attitudes toward sense of smell were assessed by the Importance of Olfaction Questionnaire (IOQ; ).

C

Personality traits were assessed by the Eysenck Personality Questionnaire-Revised (EPQ-R; ).

The level of significance for each correlation coefficient was adjusted using Bonferroni’s correction ().

The N.S. indicates no significance at P < 0.0042.The asterisk (*) indicates significance at P < 0.0042.

However, no other significant relationships among individual ratings of the IOQ and the EPQ-R were found at the Bonferroni-adjusted level of significance (P > 0.0042).

DISCUSSION

INFLUENCES OF DEMOGRAPHICS ON THE ATTITUDES TOWARD A SENSE OF SMELL

The current study shows gender-induced differences in attitudes toward sense of smell; compared to men, women participants reported that they use olfactory cues more often for daily decision-making. Although the gender difference was not apparent in all three subscales, our results are in agreement with earlier studies using the IOQ (; ). Similarly, reported that the gender difference was obtained in the consequence-subscale, but not in the association- and application-subscales. More recently, reported that more women than men in four different regions: Mexico, Germany, Czech, and Korea, have attentive and positive attitudes toward sense of smell. For mate selection, men usually consider women’s visual appearance most important, while women tend to evaluate men’s body odors in determining superiority (; ). There are three possible explanations for gender-related differences in attitudes toward sense of smell. First, women’s superior olfactory performance (e.g., odor sensitivity, discrimination, identification; ; ) may lead them to be more attentive and reactive to olfactory cues (). Second, the proxemics theory of might account for gender-induced attitudes toward sense of smell. argued that people can establish interpersonal distances in eight different dimensions, including olfactory code. Generally, women stay closer to each other (i.e., smaller interpersonal distance) than men, which may provide them with more chances for judging other peoples’ body odors, identities, and emotional states (). Finally, it should be noted that women participants in this study tended to be more neurotic and emotional than men participants (Mann–Whitney U-tests, P < 0.001). Considering the significant influence of neuroticism not only on olfactory performance, but also on attitudes toward sense of smell, women’s higher scores in neuroticism might result in more attentive attitudes to olfactory cues. However, because no significant correlation was found between ratings of neuroticism and the consequence-subscale exhibiting gender differences, further study should be conducted to support this assertion.

RELATIONSHIPS BETWEEN SELF-RATINGS OF OLFACTORY FUNCTION AND ATTITUDES TOWARD SENSE OF SMELL

In this study, participants who judged their olfactory function more positively relied on olfactory cues in daily decision-making. These results are consistent with previous findings demonstrating a positive correlation between self-rating of olfactory sensitivity and general attitudes toward sense of smell (). Self-assessment of olfactory function seems to be related to self-rating of nasal patency () or odor annoyance () rather than to olfactory perceptions such as odor sensitivity and discrimination (). This result reflects the fact that individuals regarding their olfactory function more positively tend to be more attentive and reactive to the sense of smell regardless of olfactory sensitivity.

RELATIONSHIPS BETWEEN PERSONALITY TRAITS AND ATTITUDES TOWARD SENSE OF SMELL

The above results demonstrate that gender and self-ratings of olfactory function may be associated with attitudes toward sense of smell. Therefore, factors such as gender and self-ratings of olfactory function were controlled as covariates when determining relationships between personality traits and attitudes toward sense of smell.

Previous research has focused on the idea that personality traits influence olfactory perceptions such as odor sensitivity (, ; ; ; ; ; ), odor intensity (), odor discrimination (), odor identification (), and odor reaction time (; ). Specifically, as people are more neurotic and anxious, they show better performance in detection (; ; ; ), discrimination (), and identification () of olfactory cues. Based on previous research, it was expected that participants who scoring high in neuroticism (i.e., more anxious and emotional) would be prone to have more memory, episode, and emotion triggered by olfactory cues. According to hypothesis, it is assumed that individuals high in neuroticism are more sensitive to emotional cues, especially aversive and negative stimuli, and this may be related to greater activation of the limbic system. Spearman correlation analysis showed that the scores of neuroticism-subscale significantly correlated with ratings of association-subscale of the IOQ at P < 0.05, but the significant relationship was not obtained at the Bonferroni-adjusted level of significance used in this study (P < 0.0042).

The lie-scale of the EPQ-R was designed to measure the tendency of respondents to lie or to fake effectively, thereby reflecting their acquiescence or conformity to social rules and pressures (; ). Interestingly, the current study demonstrated that participants scoring high in the lie-scale also showed high ratings in the consequence-subscale of the IOQ. In other words, individuals more constrained by social desirability (e.g., faking good) appear to rely more on olfactory cues when making daily-life decisions. A number of studies have elucidated that sense of smell is closely related to social communication and behavior (; ; ; ; ; ; ; ; ; , ; ). Olfactory cues such as body odors reflect emotional state (; ), individual identity (; ), and sexual interests (; ; ; ; for review, see ; ). asked participants to sniff the contents of five zip-lock bags containing both T-shirts worn by themselves, their friends, two strangers of opposite sex, and unworn T-shirts. They were then asked to identify the two shirts worn by themselves and their friends. Participants were able to determine not only their own T-shirts (51.6%), but also the T-shirts worn by their friends (38.7%). In addition, it is known that many people have the ability to recognize others’ emotional states such as happiness, fear, and anxiety (; ) by smelling their body odors. A functional brain-imaging study demonstrated that body odors related to anxiety (produced during academic examination), in contrast to control group body odors (produced during bicycling), activated brain areas associated with the processing of social-anxiety information (e.g., fusiform gyrus) and the regulation of empathic feelings (e.g., insula, cingulate cortex, and precuneus). These findings reflect the fact that olfactory signals can play a key role in social communication in our society. Accordingly, it is thought that individuals more constrained by social desirability (i.e., high scores in lie-scale of the EPQ-R) tend to pay more attention to their own body odors, the better to provide positive and favorable impressions to others. In addition, they appear to judge other people’s identities, emotions, and personalities based on their body odors. In a similar vein, demonstrated that agreeable participants, who tend to have greater concern for social harmony and cooperative nature (), have higher sensitivities to odors. Furthermore, several studies have found that individuals with social deficits (e.g., autism and schizophrenia) have lower olfactory performances in areas like odor sensitivity () and odor identification (). These findings support possible associations of social desirability (herein, lie-scale) not with only olfactory perceptions, but also with attitudes toward olfaction.

A plausible explanation for the relationship between smelling behavior and personality traits, especially social desirability, can be found in a neuroanatomical convergence of olfactory and emotional information in the limbic system, orbitofrontal cortex, insula, and anterior cingulate cortex (for a review, see ). Functional brain-imaging studies have revealed that the limbic and paralimbic areas are involved in regulation of emotional and social desirability (; ) as well as in the processing of odor valence, odor memory, and odor-induced emotion (for review, see ; ). Based on neuroanatomical convergence, it is to be expected that individuals who are faking good are vulnerable to emotional olfactory signals, possibly leading them to rely on olfactory cues for social communication and daily decision-making.

Since this research is a questionnaire-based study, a phenomenon known as the “extreme response style” (; ) should be noted. In other words, in questionnaire-based studies, regardless of specific item content, up to 30% of respondents are likely to consistently favor extreme response categories (; ; ). Previous studies demonstrated that women and younger respondents tend to prefer extreme response categories compared to men and older respondents (). In addition, respondents who scored high on extraversion and conscientiousness are likely to show a preference for extreme response categories (). Because an extreme response style might result in a correlation between the ratings, the outcomes must be carefully interpreted. As seen in Table 2, both ratings of the EPQ-R and IOQ were highly skewed and, due to their non-normal distributions, non-parametric statistical methods were employed in this study, which might reduce the plausible overestimation caused by an extreme response style.

In summary, our findings provide empirical evidence that personality traits are related to attitudes toward sense of smell. Specifically, people constrained by social desirability (e.g., fake good) relied more on a sense of smell for daily decision-making. These findings provide better understanding of how personality traits are related to peoples’ attitudes toward sense of smell.

Statements

Acknowledgments

This research was supported by start-up funding from the University of Arkansas Division of Agriculture to Han-Seok Seo.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

REFERENCES

Summary

Keywords

attitude toward sense of smell, personality traits, gender, the Eysenck Personality Questionnaire-Revised, lie-scale

Citation

Seo H-S, Lee S and Cho S (2013) Relationships between personality traits and attitudes toward the sense of smell. Front. Psychol. 4:901. doi: 10.3389/fpsyg.2013.00901

Received

22 September 2013

Accepted

14 November 2013

Published

28 November 2013

Volume

4 - 2013

Edited by

Ilona Croy, University of Gothenburg, Sweden

Reviewed by

Bettina Von Helversen, University of Basel, Switzerland; Lenka Nováková, Charles University, Czech Republic

Copyright

*Correspondence: Han-Seok Seo, Department of Food Science, University of Arkansas, 2650 North Young Avenue, Fayetteville, AR 72704, USA e-mail:

This article was submitted to Cognitive Science, a section of the journal Frontiers in Psychology.

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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