Non-suicidal self-injury (NSSI), suicidal ideation and suicide attempt are major public health problems in adolescents worldwide,Reference Hawton, Saunders and O'Connor1, Reference Tang, Li, Chen, Huang, Zhang and Chang2 and they represent some of the strongest and most consistent predictors of future suicidal behaviour across both in-patient and general populations.Reference Hawton, Saunders and O'Connor1, Reference Borowsky, Ireland and Resnick3 To sustain improvements in management and prevention initiatives, research continues to strive to better comprehend the complex interplay between many of the recognised psychosocial risk factors. Thus far, a substantial body of research has demonstrated significant independent effects between adverse childhood experiences (ACEs) and social support on self-injurious behaviour (SIB) and suicidality.Reference Liu, Scopelliti, Pittman and Zamora4, Reference Miller, Esposito-Smythers and Leichtweis5 Yet current knowledge surrounding these relationships is predominantly derived from Western countries and from adult or clinical populations,Reference Liu, Scopelliti, Pittman and Zamora4, Reference Miller, Esposito-Smythers and Leichtweis5 with only a few studies undertaken in community adolescent populations in China.Reference Tang, Li, Chen, Huang, Zhang and Chang2, Reference Wan, Chen, Sun and Tao6 There is also little research on the interaction effects between ACEs and social support on NSSI, suicidal ideation and suicide attempt in adolescents, despite ACEs and social support being highly correlated.Reference Christoffersen, Møhl, DePanfilis and Vammen7 Finally, despite evidence differentiating boys and girls in terms of the prevalence and effects of different ACEs,Reference Felitti, Anda, Nordenberg, Williamson, Spitz and Edwards8 the perceptions and utilisation of social supportReference Rueger, Malecki and Demaray9 and the presentation of NSSI, suicidal ideation and suicide attempt,Reference Hawton, Saunders and O'Connor1 few studies have been undertaken to examine gender differences in the interaction between ACEs and social support on NSSI, suicidal ideation and suicide attempt. This is particularly important in non-Western populations where there is a dearth of research despite the cultural context in China, which continues to demonstrate inherent gender discrimination.Reference Hesketh and Xing10, Reference Zheng and Zheng11 Therefore, our study first sought to investigate the independent effects of ACEs and social support on NSSI, suicidal ideation and suicide attempt in Chinese community adolescents; second, sought to examine the interaction effects between ACEs and social support on NSSI, suicidal ideation and suicide attempt and third, sought to ascertain whether there are any apparent gender differences in either independent or interaction effects for these relationships.
Method
Study sample and procedures
Three provinces, namely Anhui, Henan and Guizhou, were chosen as our study fields for data collection. These provinces are broadly representative of the average population within China in terms of economic development and demographic composition, and are also where our adolescent health research network is located, thus facilitating the data collection. In each province, one region (Bengbu in Anhui province, Zhengzhou in Henan province and Guiyang in Guizhou province) was randomly selected. In each region, eight general junior and senior schools (four from rural areas) were randomly chosen to recruit participants. As 4 schools were combined junior and senior schools, only 20 schools were selected for inclusion in the survey. In total, 15 278 students aged 10–20 years, from grades 7–12, were contacted for this health survey and asked to complete an anonymous questionnaire. Informed consent was sought from parents/guardians, and 1.5% of the recruited participants or their parents/guardians opted out of the study. The design and data collection procedures were approved by the Ethics Committee of Anhui Medical University (2012534). The survey was conducted from November 2013 to January 2014.
Measurement of sociodemographic profile, psychological symptoms, ACEs and social support
Sociodemographic profile and psychological symptoms
Demographic data for each participant was recorded, including age, gender (boys or girls), urban/rural residency, parents' education level (less than junior middle school, junior middle school, senior middle school, college or more) and self-perceived economic status of the family (poor, moderate or good). Psychological symptoms, including emotional, behavioural and social adaptation symptoms, were evaluated by the psychological domain of the Multidimensional Sub-health Questionnaire of AdolescentsReference Tao, Hu, Sun and Hao12 (Cronbach's α = 0.920 in this study).
ACEs
ACEs were defined as having experienced childhood maltreatment and/or household dysfunction. Childhood maltreatment was evaluated by the Child Trauma Questionnaire (CTQ),Reference Bernstein, Ahluvalia, Pogge and Handelsman13 a widely used 28-item measure that assesses 5 different forms of childhood trauma (physical abuse, sexual abuse, emotional abuse, physical neglect and emotional neglect). The CTQ was translated and validated in Chinese.Reference Zhao, Zhang, Li, Zhou, Li and Yang14 The participants were asked about abusive childhood experiences before 16 years of age. Responses ranged from ‘never true’ to ‘rarely true’, ‘sometimes true’, ‘often true’ or ‘very often true’. Respondents were defined as exposed to a category if they responded ‘very often’, ‘often’ or ‘sometimes’ to any item in that category. A Cronbach's α coefficient of 0.737 was obtained for the CTQ in the current study. Household dysfunction questions were derived from the Centers for Disease Control and Kaiser Permanente Adverse Childhood Experiences Study in the USA.Reference Felitti, Anda, Nordenberg, Williamson, Spitz and Edwards8 Household dysfunction was assessed through endorsement of the following experiences: (a) the divorce/separation of parents, (b) a parent serving time in jail, (c) having witnessed domestic violence, (d) having lived with someone who was mentally ill or suicidal or (e) having lived with someone with an alcohol or drug problem. Respondents were classified as exposed to household dysfunction if they responded ;yes; to any item. The Cronbach's α coefficient for the household dysfunction questionnaire was 0.705 in the present study. Because of the high interrelatedness of various types of ACEs (all P < 0.01), an ordinal number of ACEs categories score was created by summing the dichotomous ACEs items (range, 0 (unexposed) to 6 (exposed to physical abuse, sexual abuse, emotional abuse, physical neglect, emotional neglect and household dysfunction)) to investigate the graded association of ACEs and both SIB and suicidality.Reference Felitti, Anda, Nordenberg, Williamson, Spitz and Edwards8 The total score was then converted into four categories of summed score (0, 1–2, 3–4 and 5–6), with zero experiences selected as the referent for analysis purposes.
Social support
Social support was assessed by the 17-item Adolescent Social Support Scale,Reference Ye and Dai15 which includes three dimensions: objective support, subjective support and support availability. Participants reported whether an item from the scale was in ‘inconformity’, ‘little inconformity’, ‘uncertainty’, ‘little conformity’ or ‘conformity’. The scale scores, with a possible range of 17–85 (low to high social support), had a good internal consistency in the present study, with a significant Cronbach's α coefficient of 0.940. The total score was divided into three levels (high, P 75–P 100; moderate, P 25–P 75; and low, P 0–P 25) for analysis.
Measurements of NSSI, suicidal ideation and suicide attempt
NSSI
All participants received a screening questionnaire for NSSI, asking ‘In the past 12 months, have you ever harmed yourself in a way that was deliberate, but not intended to take your life?’. A list of eight NSSI methods were specified: hit yourself, pulled your own hair, banged your head or fist against something, pinched or scratched yourself, bitten yourself, cut or pierced yourself and burned yourself. Participants were then asked, ‘Have you ever done something with the intention of hurting yourself other than what was presented?’.Reference Wan, Chen, Sun and Tao6 For those who confirmed that they had engaged in NSSI, the frequency of NSSI was investigated. NSSI was dichotomised (frequency of NSSI of three or more versus fewer than three as yes or no, respectively) for analysis. The internal consistency reliability of NSSI was 0.749 in the current study.
Suicidal ideation and suicide attempt
Suicidal ideation and suicide attempt refer to the ‘middle school questionnaire’ of the 2013 Youth Risk Behaviour Surveillance System in the USA.16 Suicidal ideation was defined as a ‘yes’ in response to the question ‘Have you ever thought about killing yourself in the past 12 months?’. Suicide attempt was defined as a ‘yes’ in response to the question ‘Have you ever tried to kill yourself in the past 12 months?’.
Statistical analysis
Of the 15 278 school adolescents recruited, 458 (3.0%) were excluded from the study because of absence from school on the day of the survey or unwillingness to respond to the questionnaire, or high levels of missing data or obviously fictitious or inconsistent responses. Thus, a total sample of 14 820 (97.0%) participants was analysed.
Sociodemographic data, ACEs, social support, NSSI, suicidal ideation and suicide attempt were described in both the total population and for boys and girls separately. Gender differences were assessed with the χ2-test for categorical variables and one-way analysis of variance for continuous variables. Binomial logistic regression models were used to examine the associations of NSSI, suicidal ideation and suicide attempt with ACEs and social support individually, and then in combination. In the models, adjustment was made for age, gender, regional area, school, urban/rurality, mother's education level, economic status of family and psychological symptoms. In examining the association of NSSI with ACEs and social support, we also used the thresholds of NSSI score ≥1 and ≥5 for sensitivity analysis.
Gender differences in the associations were examined via two odds ratios (Ratio of two odds ratios, RORs).Reference Altman and Bland17 All analyses were conducted with SPSS software, Windows version 16.0 (SPSS Inc., Chicago, IL).
Results
Characteristics of participants
Of the 14 820 participants, the mean age was 15.4 years (s.d. 1.8), and 50.2% were girls. Scores showed that 45.7% of the sample had experienced childhood emotional abuse, 20.3% had experienced physical abuse, 13.3% had experienced sexual abuse, 64.2% had experienced physical neglect, 58.5% had experienced emotional neglect and 42.5% had experienced household dysfunction; in total, 89.4% had experienced one or more ACEs and 46.3% reported three or more types of ACEs. Compared with boys, girls had significantly more psychological symptoms, fewer ACEs and a higher level of social support (P < 0.001). Boys had significantly increased exposure to physical and sexual abuse, physical and emotional neglect, household dysfunction and NSSI (P < 0.001). Girls had significantly greater exposure to emotional abuse, suicidal ideation and suicide attempt (P < 0.001). The details of gender differences and sociodemographic factors can be seen in Table 1.
Effect of ACEs and social support on NSSI, suicidal ideation and suicide attempt, and gender difference
Table 2 shows the number and percentage of participants according to NSSI category, among different levels of ACEs and social support. There were significant trends toward increased NSSI with higher ACEs and lower social support. Multiple adjusted odds ratios for NSSI were significantly increased with higher ACEs and lower social support (model 2 in Table 2). Even when ACEs and social support were included in the model simultaneously, there were main effects of ACEs score and level of social support on NSSI (model 3 in Table 2). Using the thresholds of NSSI ≥ 1 and NSSI ≥ 5 for separate data analysis, we found that the associations of ACEs score and level of social support (Supplementary Table 1 available at https://doi.org/10.1192/bjp.2018.263) were similar to those found with NSSI ≥ 3 (Table 2).
ACEs, adverse childhood experiences; NSSI, non-suicidal self-injury.
a. Unadjusted model.
b. Adjusted for gender, age, regional areas, school, urban/rurality, mother's education level, economic status of family and psychological symptoms.
c. Adjusted for gender, age, regional areas, school, urban/rurality, mother's education level, economic status of family, psychological symptoms, ACEs score and social support level.
Supplementary Table 2 shows data on suicidal ideation and suicide attempt in relation to ACEs and social support. There were significant trends toward increased suicidal ideation and suicide attempt with higher ACEs and lower social support. Multiple adjusted odds ratios for suicidal ideation and suicide attempt were significantly increased with higher ACEs and lower social support, respectively. When ACEs and social support were put in the model simultaneously, the main effects of the ACEs and social support on suicidal ideation and suicide attempt remained, with the exception of social support on suicide attempt in boys.
No gender differences were found in the independent effects of ACEs or social support on NSSI, with the exception of the lowest social support having a stronger effect in girls than in boys (Table 3). In the data analysis for NSSI ≥ 1 and NSSI ≥ 5, gender differences in ACEs score or social support on NSSI (Supplementary Tables 3 and 4) were similar to those found with NSSI ≥ 3 (Table 3), whereas the NSSI ≥ 5 data showed a borderline significance for the lowest social support having a stronger effect in girls than in boys. There were no gender differences in the effects of ACEs or social support on suicidal ideation (Supplementary Table 5), but the effects of high ACEs score and low or moderate social support on suicide attempt were significantly stronger in girls than in boys (Table 4).
ACEs, adverse childhood experiences; NSSI, non-suicidal self-injury.
a. Unadjusted model.
b. Adjusted for age, regional areas, school, urban/rurality, mother's education level, economic status of family, psychological symptoms, ACEs score and level of social support.
c. Calculated by adjusted odds ratio.
ACEs, Adverse childhood experiences; NSSI, non-suicidal self-injury.
a. Unadjusted model.
b. Adjusted for age, regional areas, school, urban/rurality, mother's education level, economic status of family, psychological symptoms, ACEs score and level of social support.
c. Calculated by adjusted odds ratio.
Further analysis was conducted to examine whether specific types of ACEs demonstrated gender differences in the effect on NSSI, suicidal ideation and suicide attempt (Supplementary Tables 6–8). Each type of ACEs was significantly associated with NSSI, suicidal ideation and suicide attempt in boys and girls, except for emotional and physical neglect with suicide attempt in boys (Supplementary Table 8). Emotional abuse increased the risk of NSSI, suicidal ideation and suicide attempt more than other types of ACEs among both genders. When exposed to emotional abuse, girls were more likely to engage in NSSI than boys (Supplementary Table 6). When exposed to physical abuse, girls were also more likely to report a suicide attempt than boys (Supplementary Table 8). Conversely, suicidal ideation was more common among boys than girls when exposed to emotional neglect (Supplementary Table 7). No further gender differences were found.
Interaction effect between ACEs and social support on NSSI, suicidal ideation and suicide attempt, and gender difference
Although ACEs and social support were highly correlated in the present study (Supplementary Table 9), there were no interaction effects between ACEs and social support on NSSI (total sample, P = 0.062; boys, P = 0.521; girls, P = 0.115), and suicidal ideation (total sample, P = 0.087; boys, P = 0.061; girls, P = 0.075). However, there was an interaction effect of ACEs and social support on suicide attempt in the total sample (P = 0.001) and in boys (P = 0.002), although it was not significant in girls (P = 0.334).
Discussion
A large-scale, school-based survey was conducted to examine the independent and interaction effects between ACEs and social support on NSSI, suicidal ideation and suicide attempt in adolescents. Our data reveals that ACEs and social support have main effects on both SIB and suicidality independently, as well as interaction effects between ACEs and social support on suicide attempt but not NSSI or suicidal ideation. Similar relationships are found across genders; however, girls were more likely to engage in NSSI and suicide attempt when social support was low, and an interaction effect between ACEs and social support on suicide attempt was found only in boys.
The effects of ACEs on NSSI, suicidal ideation and suicide attempt
Previous research has shown a relationship between ACEs, NSSI and suicidality.Reference Liu, Scopelliti, Pittman and Zamora4 An investigation in 957 undergraduate students in Canada suggested that those experiencing more adverse family-life events and higher perceived relational trauma were more at risk of engaging in NSSI behaviours.Reference Martin, Bureau, Yurkowski, Fournier, Lafontaine and Cloutier18 A prospective study in youths aged 14–26 years also suggested that physical abuse, emotional abuse and emotional neglect were associated with subsequent risk of suicidal behaviour.Reference Hadland, Wood, Dong, Marshall, Kerr and Montaner19 Our study has extended this literature by demonstrating gender-specificity effects in the relationships, and by addressing the limitation of the lack of equivalent research within Chinese community populations. However, the relationships observed between all maltreatment types and NSSI, suicidal ideation and suicide attempt conflicts with other studiesReference Armiento, Hamza, Stewart and Leschied20 in clinically referred youth, which indicate that only indirect childhood maltreatment (i.e. witnessing domestic violence) is significantly associated with NSSI, whereas direct forms of maltreatment (physical or sexual abuse) are not. Similarly in adult samples, varied effects were found with different forms of childhood adversity, as childhood abuse was not significantly associated with NSSI and suicide attempt after adjusting for the correlation with low maternal or paternal care.Reference Johnstone, Carter, Luty, Mulder, Frampton and Joyce21 Thus, various study samples, different definitions of ACEs and diverse control variables should be considered to interpret the results of the study.
The tradition of son preference remains prevalent in China.Reference Hesketh and Xing10 This may contribute, at least in part, to the poorer mental health outcomes (including depression, anxiety, low self-esteem, sensitivity to negative life events and interpersonal pressure) previously observed in female Chinese school children.Reference Hou, Jia and Guo22 Yet, no study has attempted to identify gender differences in the relationships between ACEs, SIB and suicidality in Chinese adolescents. Although the risk of NSSI, suicidal ideation and suicide attempt increased in line with a greater number of ACEs categories generally, our study suggests that girls who experienced a higher number of ACEs (categories) seem to be more vulnerable to suicide attempt (but not NSSI or suicidal ideation) than boys, which is in line with prior studies.Reference Isohookana, Riala, Hakko and Räsänen23, Reference Garcia, Montalvo, Creus, CabezasÁ and Algora24 Moreover, girls were found to be more susceptible to NSSI and suicide attempt when they encountered particular forms of maltreatment, primarily emotional or physical abuse. This substantiates findings from a series of studies, including Isohookana et al,Reference Isohookana, Riala, Hakko and Räsänen23 who examined psychiatric in-patients aged 12–17 years and found that a higher number of ACEs was associated with an increased risk of NSSI and suicide attempt in girls, but not in boys. Garcia et al Reference Garcia, Montalvo, Creus, CabezasÁ and Algora24 also showed that significant correlations were found between childhood trauma scores and psychotic symptoms, depressive symptoms and poorer functionality, but only in women, whereas childhood trauma was associated with poorer social cognition in both males and females. Further studies are needed to ascertain whether there are gender differences in the relationship between ACEs, SIB and suicidality.
The effects of social support on NSSI, suicidal ideation and suicide attempt
Social support was found to have an independent effect on NSSI, suicidal ideation and suicide attempt, even after adjusting for sociodemographic risk factors, psychological symptoms and ACEs. Previous findingsReference Miller, Esposito-Smythers and Leichtweis5, Reference Baiden, Stewart and Fallon25 have also indicated that individuals with higher social support have a significantly lower odds of engaging in NSSI, suicidal ideation and suicide attempt, which is consistent with our study. One study in a clinical sample of adolescents suggested that perceptions of school support were independently and negatively associated with suicidal ideation, especially among adolescents who also reported perceptions of lower parent support.Reference Miller, Esposito-Smythers and Leichtweis5 Furthermore, lower perceived parental support was independently associated with greater odds of history of suicide attempt. One study in community and in-patient mental health settingsReference Baiden, Stewart and Fallon25 also showed that children and adolescents who had some form of social support had a 26% decrease in the odds of engaging in NSSI when compared with their counterparts who lacked social support. Collectively, this supports Ayub'sReference Ayub26 suggestion that social support may play a significant role in the prevention of suicidal thoughts and behaviours, and that psychologists should include family and friends in their approaches to treating suicidal youth. This may be especially important in China, where mental illness is frequently blamed on the family and the individual.Reference Zheng and Zheng11 Moreover, considering that Chinese students are often burdened with tremendous academic pressure,Reference Zhang, Deng, Zhang, Zhou, Gao and Di27 support within the school environment may be particularly beneficial in this context.
The inverse association between social support and NSSI was found to be stronger in girls than in boys. This may contribute, in part, to the explanation of why the risk of suicidal behaviours is greater in girls despite having fewer ACEs and higher social support than boys. Traditionally within China, boys are more likely to be socialised to be independent than girls, which may help to account for the increased sensitivity to lower social support observed among females in our sample. Other studies examining developmental trajectories of suicidal ideation showed that support from family and friends differentiated suicidal ideation trajectories for both boys and girls.Reference Adrian, Miller, McCauley and Vander Stoep28 However, an ecological study in adults in 75 regions of 23 European countries revealed inverse relationships between social support and suicide rates for both genders, with some indication of a stronger relationship among men.Reference Šedivy, Podlogar, Kerr and De Leo29 Future studies may look to examine whether different types of social support (e.g. peer or parental support) are more influential for males or females.
Interaction effects between ACEs and social support on NSSI, suicidal ideation and suicide attempt
Our study extends existing knowledge by demonstrating the interaction effect between ACEs and social support on suicide attempt, particularly in boys, but failed to establish a similar relationship for either NSSI or suicidal ideation. The relationship between ACEs, social support and SIBs and suicidality is complex. Christoffersen et al Reference Christoffersen, Møhl, DePanfilis and Vammen7 suggested that social support is a partial mediator between traumatic life-events and NSSI in young adulthood. A study of women in the USA found that the link between intimate partner violence and suicidal behaviour was moderated by social support.Reference Kaslow, Thompson, Meadows, Jacobs, Chance and Gibb30 Extending this to the adolescent population, it would be reasonable to suggest that social support may also moderate the relationship between ACEs and SIBs in this population. That said, our study failed to establish interaction effects between ACEs and social support on NSSI and suicidal ideation. This may be partly attributable to the confounding effect of psychological symptoms, because these have found to be significantly related to ACEs, social support and SIB.Reference Tang, Li, Chen, Huang, Zhang and Chang2, Reference Wan, Chen, Sun and Tao6, Reference Christoffersen, Møhl, DePanfilis and Vammen7 In this study, statistical interaction effects of ACEs and social support on suicidal ideation were found after removing psychological symptoms from the multivariable model (results not shown). One possible alternative explanation may be that interaction effects are only apparent among those who are most seriously affected (such as those who have actual suicide attempts), as this group may be most likely to encounter the highest level of ACEs and lowest social support. Further studies on the interaction effects between ACEs and social support on NSSI, suicidal ideation and suicide attempt will be needed to further elucidate this complex interaction.
Strengths and weakness of the study
This study is the first to examine gender differences and interaction effects between ACEs and social support on NSSI, suicidal ideation and suicide attempt within Chinese adolescents. The study sample is representative, covering urban and rural areas in China, and the response rate of the participants was high. The large sample from urban and rural areas provided enough statistical power to examine gender differences, with multivariate adjustment analysis. However, the study has limitations. First, the study was cross-sectional, therefore it is difficult to establish a causal relationship. Nonetheless, our findings pertaining to the association between ACEs and social support with SIB and suicidality were similar to those in previous cohort studies.Reference Hadland, Wood, Dong, Marshall, Kerr and Montaner19, Reference Adrian, Miller, McCauley and Vander Stoep28 Second, because of the use of self-reported questionnaires for data collection purposes, it is possible that recall bias may exist. This may ultimately influence the strength of the observed relationships, and our results may represent a more conservative estimation than is truly present. Third, the focus was solely directed toward the number and type of ACEs in this study, but it may be important to understand an individual's subjective experience of the events. Finally, the study focused on adolescents in traditional school environments, therefore the findings did not represent adolescents who were absent from school, which is important because studies have shown that ACEs, lower social support and suicidality are more prevalent in individuals with lower educational achievement and socioeconomic status.Reference Kessler, Berglund, Borges, Nock and Wang31 Caution should be exercised in the application of the findings to the whole population of adolescents in China.
Implications
The findings indicate that ACEs and poorer social support are independently associated with an increased risk of both SIB and suicidality in school adolescents. Moreover, an interaction effect was observed between ACEs and social support on suicide attempt, which, by implication, suggests that the combination of these factors may be particularly detrimental in increasing the likelihood of behavioural enactment. In light of this, intervention and prevention strategies focused on enhancing perceived social support as a fundamental feature, particularly among female adolescents with a history of ACEs, may go some way toward mitigating the negative trajectory of ACEs in this population.
Educational settings are likely to represent an important conduit through which to improve the quality and accessibility of social support available to vulnerable adolescents. On a targeted level, awareness-raising initiatives should aim to integrate a training element specifically focused on the psychoeducation of teachers and other school staff. This should centre around both improving their recognition of the signs and symptoms of mental illness, particularly among individuals with a known history of ACEs, and on developing basic training in mental health literacy to facilitate appropriate emotional responses.Reference Zalsman, Hawton, Wasserman, van Heeringen, Arensman and Sarchiapone32 On a universal school level, interpersonal skills training for pupils, provided in the context of an educational setting, may help to improve skills in social and peer interactions with a view to enhancing the quantity and quality of social support available to adolescents.Reference Ougrin, Tranah, Leigh, Taylor and Asarnow33 Finally, as part of a broader systems approach, schools may also seek to improve perceptions of social support through increased participation in school and community life.Reference Ougrin, Tranah, Leigh, Taylor and Asarnow33 This can be achieved through the strengthening of ties between schools and communities to facilitate greater cohesion and engagement in extracurricular activities, which will ultimately contribute to the construction of wider social networks for adolescents.
Supplementary material
Supplementary material is available online at https://doi.org/10.1192/bjp.2018.263.
Acknowledgements
We would like to acknowledge all school action teams, the staff and students from the participating schools, and our cooperators, including Chinese School Health magazine (in Bengbu) and Guiyang and Zhengzhou School Children Health Clinic, for assistance in data collection.
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