Abstract
Bystanders play a role in school bullying; more specifically, the defending behaviors of bystanders play an important role in stopping bullying. This study explores the relationship between defending behaviors and family functioning in the context of school bullying from a family perspective. The role played by individual characteristics (empathy and gender) in this relationship was also focused on. The participants were 994 adolescents (average age = 13.34 ± 0.92 years) from the east of China. They completed the McMaster Family Assessment Device, the Basic Empathy Scale, and the Defending Behaviors subscale of the Participant Role Questionnaire. After controlling for residence and age, we found that family functioning significantly and positively influenced defending behaviors, and cognitive empathy rather than affective empathy mediated the relationship between family functioning and defending behaviors. In addition, family functioning influenced defending behaviors in boys more strongly than in girls. This study may increase the likelihood that bystanders will engage in defending behaviors by informing interventions for school bullying.
Introduction
School bullying is an act of persistent and repeated victimization of a weaker party by a more powerful party that occurs on school grounds (Olweus, 2013). It has many negative effects on the physical and mental health of targeted adolescents. Students who have been bullied tend to exhibit higher levels of depression and anxiety (Jacqueline et al., 2022), as well as more behavioral problems such as substance abuse and self-injury (Arcadepani et al., 2021; Laporte et al., 2017). Similarly, bullying in schools can negatively impact students’ academic performance. Research has found that middle school students who have been bullied have significantly lower academic achievement than normal students (Riffle et al., 2021). A survey involving 35 countries showed that the average prevalence of school bullying is around 30% (Due et al., 2009). In China, the prevalence of school bullying is also relatively high: 25% to 30% of students in junior high school have reported experiencing bullying in China (Zhang et al., 2018). School bullying has become a pressing global issue, receiving significant attention in many countries, including China (Li et al., 2015).
Salmivalli et al. (2021) argued that school bullying is a group phenomenon and that bystanders are often present when bullying occurs. Studies have also found that, in addition to the bully and the victim, 85% of adolescents participate in bullying as bystanders when bullying occurs (Gumpel, 2014; Pan et al., 2023). Bystanders can be categorized according to their reactions as assistants (joining or helping the bully to continue the bullying behaviors), reinforcers (encouraging the bully by watching and laughing at the victim), outsiders (pretending to be unaware of the bullying and staying away from the bullying situation), and defenders (engaging in a range of behaviors to stop the bullying and comfort the victim) (Salmivalli, 2014). Defenders make up a very small percentage of the bystander population, that is, approximately 5% to 20% (Evans & Smokowski, 2015; Pouwels et al., 2018; Trach et al., 2010). However, defending behaviors have a positive effect on stopping bullying (Wood et al., 2017) and also reduce the negative effects of bullying on the victim’s future life (Evans & Smokowski, 2015; Flaspohler et al., 2009). Therefore, an in-depth study of defending behaviors is important for school bullying interventions, and for improving the physical and mental health of adolescents.
In recent years, there have been an increasing number of studies on defending behaviors. Researchers have explored environmental factors and individual characteristics influencing defending behaviors. A series of studies have found that individuals tend to exhibit positive defending behaviors in a positive school environment, in classrooms with prosocial norms, in the context of good teacher-student relationships, and when peer status is higher (Caravita et al., 2009; Mulvey et al., 2019; Yang & Kim, 2017; Yun & Graham, 2018). However, previous studies have ignored the influence of the family environment, even though it is also an important factor influencing an individual’s development and behavior (Bronfenbrenner, 1979). Although students interact more frequently with their peers as they enter adolescence, the family continues to play a unique and important role. In China, where Confucianism and collectivism are emphasized, and parents have a strong bond with their children, although parents may exercise high levels of behavioral control and employ corporal punishment in their parenting (Raj & Raval, 2013), such authoritarian parenting styles do not necessarily lead to negative outcomes. For example, authoritarian parenting styles are not significantly associated with bullying behavior (Hokoda et al., 2006). This may be due to the fact that parents tend to care for their children even when they are strict with them, such that authoritarian and warm parenting styles promote self-control, respect for parents, and positive interpersonal relationships (Raj & Raval, 2013). In this cultural context, the following question arises: do adolescents who witness bullying reach out to help the bullied?
Few previous studies have explored the mechanisms through which family-related factors influence defending behaviors. In terms of individual characteristics that influence defending behaviors, empathy, as the basis of prosocial behavior, has received increasing attention from researchers (Kotze & Turner, 2021; Lambe et al., 2019; Spataro et al., 2020). In China, which, as alluded to above, is influenced by Confucianism, individuals emphasize “treating others with love and benevolence,” thinking positively about others, and holding an attitude of understanding, respecting, and forgiveness toward others (Li et al., 2017). In such a cultural context, do individuals with high levels of empathy tend to engage in defending behaviors? Furthermore, there are no consistent findings regarding gender differences in defending behaviors (Jenkins & Nickerson, 2017, 2019; Kim et al., 2013; Riffle et al., 2021). Equivocal literature findings may be due to the different factors considered, and cultural contexts, among studies taking account of gender differences in defending behaviors. The present study intends to explore the effects of family factors (family functioning), individual characteristics (empathy, gender), and their interactions on defending behaviors in the Chinese cultural context. Given the detrimental effects of bullying on adolescents’ physical and mental health and academic performance, examining the factors that influence defending behaviors is important and should improve our understanding of the mechanisms through which defending behaviors occur, as well as provide a theoretical foundation for school bullying interventions.
Family Functioning and Defending Behaviors
Previous research has found that family-related factors have an impact on defending behaviors. For example, parental support (Li et al., 2015) and restorative parenting (where parents guide adolescents to recognize the negative effects of aggression and encourage them to comfort the victim) (Valdés-Cuervo et al., 2018) are significantly and positively associated with defending behaviors. However, parental support and restorative discipline constitute only a small part of the family system, which is a complex structure; focusing on only a few family-related factors will not provide a complete picture of the entire family system.
McMaster’s Model of Family Functioning categorizes family functioning into several dimensions: Problem-Solving, Communication, Roles, Affective Responsiveness, Affective Involvement, Behavior Control, and General Functioning (Epstein et al., 1978). According to this theory, one part of the family system cannot be understood in isolation from the rest of the system, and higher scores of family members for family functioning imply that they are working together to accomplish basic tasks that contribute to their physical and mental development (Epstein et al., 1978). If the basic tasks of the family are not accomplished, family members will likely exhibit a range of problems. In studies of bullying, researchers found that 15 to 25-year-olds who scored lower for family functioning were more likely to engage in bullying behavior and display violent tendencies (Hisar et al., 2021). However, less research has been conducted on family functioning and defending behaviors. One study initially found a positive relationship between family functioning and defending behaviors, but family functioning did not influence defending behaviors (Mazzone & Camodeca, 2019). Thus, the relationship between family functioning and defending behaviors still needs to be further explored. Especially in China, which as stated above is under the influence of collectivism and Confucianism, the family may play an important role in developing the habits and character of young people (Kwon et al., 2018; Wu et al., 2018). Based on the foregoing discussion, this study hypothesized that family functioning influences defending behaviors in the Chinese cultural context (H1).
The Mediating Role of Empathy
Empathy refers to an individual’s understanding and ability to feel another person’s emotions (Jolliffe & Farrington, 2006). Empathy consists of two main dimensions: cognitive empathy (understanding another person’s emotions and feelings) and affective empathy (experiencing how another person is feeling). Although the two dimensions of empathy can be measured separately, Hoffman (2001) argued that a comprehensive understanding of empathy requires that the affective and cognitive dimensions of empathy be considered together. Empathy is closely related to prosocial behavior, and research has found that adolescents with high levels of empathy are more likely to engage in prosocial behavior (Spataro et al., 2020). Defending behaviors is a form of prosocial behavior that is also positively associated with empathy (Caravita et al., 2009). Research on school bullying has found that children are more likely to defend victims when they have the ability to feel the emotions of others at the time at which bullying is taking place, indicating that children have affective empathy (Peets et al., 2015). Similarly, cognitive empathy plays an important role in defending behaviors. As adolescents become more aware of the suffering of others, they are more inclined to engage in defending behaviors (Espelage et al., 2012). Thus, both affective and cognitive empathy may be positively associated with defending behaviors.
Family factors are closely related to empathy. The family environment is an important setting in which children can develop empathy; they can learn to understand and use empathy in their interactions with family members (Popliger et al., 2011). Research has found a positive correlation between a good family environment and empathy in adolescents (Wang et al., 2019). Li et al. (2018) found that college students who scored higher on family functioning better understood and empathized with the emotions of others during interpersonal interactions. Although no research has identified empathy as a direct mediator of the relationship between family functioning and defending behaviors, some studies have identified empathy as a mediator of the association between parent-child relationships and defending behaviors. For example, when confronted with problems, children who experience a positive family atmosphere and parental support through good communication with their parents (Valdés-Cuervo et al., 2018) learn non-violent problem-solving methods (Lucas-Molina et al., 2018). These positive family-related factors predict empathy, and studies have also found that empathy promotes defending behaviors in adolescents (Lucas-Molina et al., 2018; Valdés-Cuervo et al., 2018). Therefore, based on these results, this study hypothesizes that empathy mediates the relationship between family functioning and defending behaviors (H2).
The Moderating Role of Gender
Gender differences in defending behaviors have been increasingly studied in recent years. Several studies have produced inconsistent results, with some finding that girls are more likely than boys to actively help the victims of bullying when witnessing bullying (Jenkins & Nickerson, 2017, 2019). Other studies have found that boys are more inclined to help the victims of bullying than girls (Kim et al., 2013; Riffle et al., 2021). Therefore, the question arises as to whether there are gender differences in the effects of family functioning on defending behaviors. Studies have found that, in adolescence, girls may be more dependent on peers than boys (Simpson et al., 2020) and less inclined to communicate with their parents (Ackard et al., 2006). Moreover, family may have a greater influence on adolescent boys, and there may be gender differences in the effects of empathy on defending behaviors. In one study, girls reported higher levels of empathy and were more likely to defend victims of bullying than boys (Jenkins & Nickerson, 2019). Consequently, this study hypothesized that family functioning would have a stronger effect on defending behaviors in boys (H3) and that the effect of empathy on defending behavior may be more significant in girls (H4).
The Present Study
Based on previous studies, we explored the mechanisms through which family functioning and empathy influence adolescents’ defending behaviors. First, this study explored the relationship between family functioning and defending behaviors. Second, we explored the mediating role of empathy in the relationship between family functioning and defending behaviors. Finally, we explored the moderating role of gender in the relationship between family functioning and defending behaviors, and in the relationship between empathy and defending behaviors. A schematic of the model is shown in Figure 1.

Proposed conceptual model.
Methods
Participants
This study was approved by the ethics committee of our university. Written informed consent was obtained from the school principal, classroom teachers, and parents of all participating students prior to the study.
Through cluster sampling, we recruited 1,043 participants from two junior high schools in Shandong Province, China. After omitting incomplete questionnaires, those with answers indicative of inattention, and those with missing gender information, 994 valid questionnaires were included in the analysis (538 boys and 456 girls; mean age = 13.34 ± 0.92 years; 7th grade, n = 272; 8th grade, n = 357; 9th grade, n = 365).
Measures
Family Functioning
This study used the Chinese version (Wang et al., 1999) of the McMaster Family Assessment Device developed by Epstein et al. (1978) to assess family functioning. The scale consists of 60 questions (e.g., “We are reluctant to show our feelings to each other”) and is divided into seven dimensions: Problem-Solving, Communication, Roles, Affective Responsiveness, Affective Involvement, Behavior Control, and General Functioning. The responses are scored using a 4-point Likert scale (1 = not at all like my family; 4 = exactly like my family). Higher scale scores indicate healthier family functioning. The Cronbach’s α in this study was .92.
Empathy
This study used the Chinese version (Li et al., 2011) of the Basic Empathy Scale developed by Jolliffe and Farrington (2006). The scale consists of 20 questions (e.g., “It’s hard for me to notice when a friend is feeling scared”). The scale is divided into two dimensions: affective empathy and cognitive empathy. Responses are scored on a 5-point Likert scale (1 = completely disagree; 5 = completely agree). Higher scale scores indicate higher levels of empathy. The Cronbach’s α in this study was .82.
Defending Behaviors
This study used the Chinese version (Zhang & Ma, 2016) of the Defending Behaviors subscale of the Participant Role Questionnaire developed by Salmivalli et al. (1996). The subscale measures students’ behavioral performance when bullying occurs and consists of six questions (e.g., “I will find ways to make the bully stop bullying”). Responses are scored on a 5-point Likert scale (1 = never exhibits the behavior; 5 = always exhibits the behavior). Higher scale scores indicate more defending behaviors. The Cronbach’s α in this study was .83.
Procedure
The experimenters were 10 psychology undergraduate students who received specialized training. The experimenters entered one classroom at a time to collect the questionnaires. In total, there were 21 classrooms. The survey process was as follows. First, the experimenters were approved by the school director and teachers, and an informed consent form was distributed to the student’s parents. Second, the experimenters explained the purpose of the study and the principle of confidentiality to the students, who participated in the study on a voluntary basis and had the right to withdraw voluntarily from the study. Third, the experimenters distributed the questionnaires and read out the instructions. Fourth, the students completed the scale, which took about 40 minutes, and the experimenters then collected questionnaires on the spot and gave each student a notebook as a token of gratitude for taking part.
Data Analysis
Data were analyzed using SPSS 25.0 software (IBM Corp., Armonk, NY, USA) and the PROCESS macro (Hayes, 2015). The scale data were first tested for common method bias, followed by Pearson correlation analysis. In the third step, the study tested the mediating role of empathy, and the moderating role of gender, using the MODEL15 in the PROCESS macro program, which is widely used for testing models testing moderating and mediating effects (Jiatong et al., 2021; Wang & Suh, 2023). The bootstrapping method was used to test the regression coefficients by repeated sampling (5,000 times), and the standard errors and 95% confidence intervals (CIs) of the parameter estimates were obtained.
Results
Common Method Bias
This study addressed the issue of common method bias associated with self-report questionnaires by emphasizing the importance of truthful responses and randomizing the order of scales and items. Then, Harman’s one-way test was applied to the results, which showed that the characteristic root was greater than one for seven factors, and the first principal factor could explain 29.81% of the variance; this was below the critical criterion of 40%, indicating that there was no serious common method bias in this study.
Descriptive and Correlational Analyses
The results of the descriptive and Pearson correlation analysis are shown in Table 1. Defending behaviors were positively correlated with family functioning (r = .27, p < .001), cognitive empathy (r = 0.35, p < .01), and affective empathy (r = .16, p < .001), and family functioning was positively correlated with cognitive empathy (r = .30, p < .001) and affective empathy (r = .12, p < .001).
Correlations Between Variables of Interest and Defending Behaviors.
Notes. N = 994. Gender and residence were dummy coded (male = 0; female = 1; urban = 1; town = 2; rural area = 3).
p < .05, **p < .01, ***p < .001.
Model Testing
After entering the data in PROCESS and controlling for extraneous variables, the mediating effect of empathy and moderating effect of gender were tested using MODEL15. The results are shown in Table 2, where defending behaviors were the outcome variable, family functioning was the predictor variable, empathy was the mediator variable, and gender was the moderator variable. The results indicated that family functioning significantly and positively influenced defending behaviors (β = .33, p < .001, 95% CI [0.22, 0.45]). Also, family functioning significantly positively influenced cognitive empathy (β = .39, p < .001, 95% CI [0.31, 0.47]) and affective empathy (β = .18, p < .001, 95% CI [0.08, 0.27]), and cognitive empathy significantly positively influenced defending behaviors (β = .40, p < .001, 95% CI [0.31, 0.50]). However, affective empathy did not significantly positively influence defending behaviors (β = .07, p = .08, 95% CI [−0.00, 0.15]). Finally, the interaction between family functioning and gender significantly and negatively influenced defending behaviors (β = −.27, p = .02, 95% CI [−0.51, 0.04]), whereas the interactions between cognitive empathy and gender and affective empathy and gender, did not (β = .04, p = .65, 95% CI [−0.14, 0.23], and β = .01, p = .87, 95% CI [−0.15, 0.17], respectively). The results suggested that cognitive empathy partially mediates the relationship between family functioning and defending behaviors, with an indirect effect size of .16 (95% CI [0.11, 0.22]) for cognitive empathy. The interaction term also indicated a significant moderating role of gender in the relationship between family functioning and defending behaviors(Figure 2), and a simple slope test controlling for residence and age showed that the effect of family functioning on defending behaviors was greater in the boys (β = .46, p < .001, 95% CI [0.30, 0.62]) than in the girls (β = .18, p = .04, 95% CI [0.01, 0.36]) (Figure 3).
Results of Regression Analysis Testing the Role of Empathy as a Mediator, and Gender as a Moderator, of the Relationship Between Family Functioning and Defending Behaviors.
Notes. N = 994. Gender and residence were dummy coded (male = 0; female = 1; urban = 1; town = 2; rural area = 3). FF = family functioning; CE = cognitive empathy; AE = affective empathy; DB = defending behaviors; LLCI = lower limit of confidence interval; ULCI = upper limit of confidence interval; GEN = gender. The variables of interest (excluding gender and residence) were standardized in the regression models.
p < .05, **p < .01, ***p < .001.

Standardized path coefficients for the moderated mediation model.

Moderating effect of gender on the relationship between family functioning (FF) and defending behaviors (DB).
Discussion
While some research has focused on the influence of certain family factors on defending behaviors, systematic examination of the impact of family functioning on defending behaviors has been lacking. Additionally, the roles of empathy and gender in the association between family functioning and defending behaviors are not fully understood. Therefore, this study aimed to investigate the relationship between family functioning and defending behaviors in more detail, including the mediating role of empathy and the moderating effect of gender. The findings provided partial support for the study hypotheses.
Family Functioning and Defending Behaviors
We found that healthy family functioning promotes defending behaviors in adolescents, which supports H1. This is consistent with the results of similar studies (Lucas-Molina et al., 2018; Li et al., 2015) and with the main ideas of ecosystem theory (Bronfenbrenner & Morris, 2006). The family environment is one of the most crucial microsystems influencing individual development. Unlike Western culture, China is strongly influenced by Confucianism and collectivism, as noted in the Introduction section (Kwon et al., 2018; Wu et al., 2018). In Confucianism, the family is the most basic social unit, and there is an emphasis on close ties between family members, caring and loving behaviors of parents toward their children, and the need for children to be filial toward their parents. Moreover, Confucianism emphasizes that close and strong relationships are not limited to the family environment: external interpersonal relationships (between teachers and students and students and peers) represent an important extension of family relationships (Lee, 2015). Against this background, in China, when parents emphasize the importance of interpersonal harmony, adolescents are more likely to express concern and engage in defending behaviors to reduce the distress of victims of bullying. In addition, our findings support the McMaster Model of Family Functioning. In a healthy family system, family members are able to resolve interpersonal problems in a non-violent manner, parents communicate effectively with their children, and children receive positive feedback, etc.; such transactional behavior strongly and positively influences adolescent behavior (Epstein et al., 1978). Adolescents are also likely to imitate the behavior of family members when they encounter a victim of bullying by providing help and comfort (Bandura et al., 1999).
The Mediating Role of Empathy
Our results were not entirely consistent with H2. We only found a mediating role for cognitive empathy in the relationship between family functioning and defending behaviors; affective empathy did not play a mediating role and did not predict defending behaviors. Similar results have been reported in previous studies. Zhang et al. (2021) found that positive parenting styles influenced adolescents’ prosocial behavior through cognitive empathy, while the mediating role of affective empathy was not significant. In addition, Kim et al. (2013) found no significant effect of affective empathy on defending behaviors. According to the theoretical model of the lifelong development of empathy, individuals’ cognitive and affective empathy develop differently at different stages (Yan & Su, 2021). The development of cognitive empathy is accelerated during adolescence, while the level of affective empathy is relatively low. Therefore, during adolescence, the role of cognitive empathy may be more pronounced, which could explain our findings related to H2. Furthermore, fMRI (functional magnetic resonance imaging) studies found that activation levels of the medial prefrontal cortex, which is associated with cognitive empathy, correlated with prosocial behavior, while activation levels of the amygdala, which is associated with affective empathy, were unrelated to prosocial behavior (Masten et al., 2011). Thus, the relationship between cognitive empathy and defending behaviors may be stronger than the relationship between affective empathy and defending behaviors. However, this finding may be limited to the adolescent population.
The mediating role of cognitive empathy in family functioning and defending behaviors also suggests that family functioning may not only directly influence defending behaviors but also indirectly influence defending behaviors through cognitive empathy. As noted above, the family system is an important microsystem directly influencing adolescent behavior (Bronfenbrenner & Morris, 2006). Moreover, empathy, as a driver of prosocial behavior, plays an important role in the relationship between the family system and defending behaviors. Perspective-taking theory suggests that individuals evaluate and react to the emotional states of others (Jackson et al., 2006). When bystanders recognize that someone being bullied is in great distress, they are more likely to treat the incident as an emergency and thus engage in defending behaviors (Espelage et al., 2012). Bystanders may also feel guilty if they do not help the victim (Silfver & Helkama, 2007). Moreover, empathy is derived from the family, and Hoffman’s (2001) theory of empathy development states that a positive family environment (e.g., positive parenting styles) can facilitate the development of empathy in children. When family members respond consistently and positively to a child’s distress, the children tend to be more sensitive to others’ emotions in their external social relationships and form secure attachments (Eisenberg et al., 2015). Healthy family functioning involves positive feedback from family members that improves adolescents’ problem-solving, affective responses, communication, and development of empathy. Such adolescents are likely to transfer the empathy developed in the family to external social relationships. In particular, adolescents are more likely to defend a victim of bullying experiencing pain.
The Moderating Role of Gender
Our results support H3, that is, that family functioning has a stronger effect on defending behaviors in boys. This is consistent with the results of existing studies (Simpson et al., 2020). One study found that adolescent girls have more difficulty communicating with their parents and are more inclined to express their feelings to their close peers. Boys, on the contrary, are more willing to communicate with their parents and tend to use positive coping methods when faced with problems (Ackard et al., 2006). At the same time, the McMaster Model of Family Functioning suggests that problems in parts of the family system affect the functioning of the whole system (Epstein et al., 1978) and that girls' limited communication with family members may affect family functioning as a whole. Conversely, positive communication between boys and family members facilitates proper functioning of the entire family system. Therefore, it is intuitive that family functioning would have a greater impact on boys’ defending behaviors.
Our results do not support H4, that is, that the effect of empathy on defending behaviors is independent of gender. This is inconsistent with the results of existing studies (Jenkins & Nickerson, 2019). The reason for this may be that other environmental variables influence gender differences in empathy and defending behaviors. Research has found that boys’ peer relationships influence the association between empathy and defending behaviors; specifically, the relationship between empathy and defending behaviors is stronger among boys with high peer status (Caravita et al., 2009). It is likely that both the boys and girls in this study had good peer relationships, such that no gender differences in empathy or defending behaviors were found. We also collected data regarding subjects’ peer status. We used peer rejection as a measure of peer status, an indicator that is widely employed in the assessment of peer relationships (Clark et al., 2023; Riffle et al., 2021). Each subject was asked to nominate three disliked classmates in their class, with more nominations for a given subject taken to indicate poorer peer relationships. The results showed that 85% of the subjects were nominated less than three times, and the mean peer rejection score was 1.80 ± 3.76. These results indicate that the majority of the subjects in this study had good peer relationships.
Limitations and Future Research
Although our study provides a new perspective on positive bystander behaviors, some limitations should be noted. First, this study used a cross-sectional design such that causal relationships between family factors (i.e., family functioning) and individual characteristics (empathy) could not be established in the context of defending behaviors. Future research should use a longitudinal or experimental design to explore the factors influencing defending behaviors. Second, because school bullying is a sensitive topic, adolescents may conceal the true nature of their situation. Future studies could enroll different actors or use observation and interview methods to record actual defending behaviors and thus improve the accuracy and reliability of the data. Third, only a single family factor was addressed in this study; environmental factors such as peer relationships and school climate were not considered. It is unclear whether these factors would have a similar impact on defending behaviors to that of family factors. Future research should take into account the influence of various interacting environmental factors to provide a more solid theoretical basis for school bullying interventions.
Implications
Given the high incidence of bullying and the negative physical and psychological effects thereof on middle school students, the results of the present study could inform antibullying interventions in schools. First, given that the family system exerts an important influence on youths’ development, antibullying interventions should take account of the family system; schools could implement regular family education seminars and home visits, etc., to help parents get along with their children and resolve problems. A collaborative effort between the family and school of this nature could reduce the prevalence of bullying and promote defending behaviors. Second, the gender differences suggest that more patience, positive communication, and effective feedback from family members are needed in the case of adolescent girls. In this manner, the family system could exert a positive influence on girls and increase the likelihood that they will engage in defending behaviors.
Footnotes
Acknowledgements
Data Availability
Materials and analysis code for this study are available by emailing the corresponding author.
Declaration of Conflicting Interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: This study was supported by the Foundation Program: Humanities and Social Sciences Research Planning Youth Fund, Ministry of Education (17YJC880129).
