| Literature DB >> 28701974 |
Jorge Gaete1,2, Bernardita Tornero3, Daniela Valenzuela4, Cristian A Rojas-Barahona5, Christina Salmivalli6, Eduardo Valenzuela7, Ricardo Araya8.
Abstract
Being involved in bullying as a victim or perpetrator could have deleterious health consequences. Even though there is some evidence that bullies and victims of bullying have a higher risk for drug use, less is known about bystanders. The aim of this research was to study the association between bullying experience (as victims, bullies, or bystanders) and substance use. We gathered complete information from a nationally representative sample of 36,687 students (51.4% female) attending 756 schools in Chile. We used a self-reported questionnaire which was developed based on similar instruments used elsewhere. This questionnaire was piloted and presented to an expert panel for approval. We used multilevel multivariate logistic regression analyses, controlling for several variables at the individual (e.g., school membership, parental monitoring) and school levels (e.g., school type, school denomination). This study shows that bullies and bully-victims have a high risk for cigarette, alcohol, and cannabis use than bystanders. This is one of the few studies exploring the association between witnessing bullying and substance use. These findings add new insights to the study of the co-occurrence of bullying and substance use. Other factors, such as higher academic performance, stronger school membership, and better parental monitoring reduced the risk of any substance use, while the experience of domestic violence and the perception of social disorganization in the neighborhood, increased the risk. These findings may help the design of preventive interventions.Entities:
Keywords: adolescents; bullying; school-related factors; substance use
Year: 2017 PMID: 28701974 PMCID: PMC5487445 DOI: 10.3389/fpsyg.2017.01056
Source DB: PubMed Journal: Front Psychol ISSN: 1664-1078
Description of individual level variables.
| Age | 37,931 | 14.9 (1.8) | ||
| Gender (Female) | 37,931 | 51.4 (50.0–53.0) | ||
| Year 7 | 7,843 | 20.6 (19.5–22.1) | ||
| Year 8 | 7,732 | 20.4 (19.0–21.8) | ||
| Year 9 | 6,425 | 16.9 (16.1–17.8) | ||
| Year 10 | 6,188 | 16.2 (15.3–17.1) | ||
| Year 11 | 5,900 | 15.3 (14.5–16.2) | ||
| Year 12 | 4,147 | 10.6 (9.8–11.4) | ||
| Victim only | 7,723 | 21.2 (20.6–21.8) | ||
| Bully only | 1,960 | 5.3 (5.0–5.6) | ||
| Bully-victim | 4,196 | 11.5 (11.0–12.1) | ||
| Bystanders only | 17,135 | 47.3 (46.5–48.1) | ||
| Cigarette | 7,589 | 21.0 (20.2–21.8) | ||
| Alcohol | 9,094 | 24.7 (23.9–25.6) | ||
| Cannabis | 5,445 | 14.7 (14.0–15.5) | ||
| Self-Reported Academic Performance | ||||
| <4.5 | 750 | 2.0 (1.8–2.3) | ||
| 4.5–4.9 | 4,155 | 11.0 (10.4–11.7) | ||
| 5.0–5.4 | 9,400 | 25.0 (24.2–25.8) | ||
| 5.5–5.9 | 12,506 | 33.4 (32.7–34.1) | ||
| 6.0–6.4 | 7,988 | 21.2 (20.4–22.1) | ||
| 6.5–7.0 | 2,741 | 7.3 (6.8–7.9) | ||
| School policy awareness | 36,979 | 3.6 (0.7) | −0.60 | 3.66 |
| School bonding | 37,957 | 3.2 (1.1) | −0.25 | 2.69 |
| School membership | 34,694 | 3.7 (0.6) | −0.51 | 3.53 |
| Perception of peer drug use in school | 37,339 | 1.6 (0.9) | 1.84 | 5.80 |
| Parental monitoring | 35,673 | 25.9 (5.5) | −1.25 | 4.23 |
| Maltreatment | 36,454 | 1.4 (0.6) | 2.62 | 11.94 |
| Community disorganization | 36.091 | 1.6 (0.9) | 1.81 | 5.70 |
CI, Confidence Interval; SD, Standard Deviation.
Individual level variables according to bullying experience sub-samples.
| Gender (Female) | |||||
| Male | 47.0 (44.8–49.1) | 45.4 (43.8–47.0) | 48.5 (46.7–50.4) | 56.3 (53.3–59.3) | 58.9 (56.5–61.2) |
| Female | 53.0 (50.9–55.2) | 54.6 (53.0–56.2) | 51.4 (49.6–53.3) | 43.7 (40.7–46.7) | 41.1 (38.8–43.5) |
| Year 7 | 21.4 (19.4–23.6) | 17.2 (15.9–18.6) | 25.2 (23.4–27.0) | 19.4 (17.0–21.9) | 24.7 (22.5–27.0) |
| Year 8 | 20.5 (18.6–22.6) | 18.3 (17.0–19.8) | 23.3 (21.6–25.1) | 19.9 (17.6–22.3) | 23.7 (21.6–26.0) |
| Year 9 | 17.5 (16.0–19.2) | 17.4 (16.5–18.4) | 15.7 (14.4–17.0) | 17.1 (15.1–19.3) | 15.8 (14.3–17.5) |
| Year 10 | 14.4 (13.0–16.0) | 17.2 (16.2–18.2) | 15.4 (14.1–16.7) | 17.5 (15.5–19.7) | 16.0 (14.5–17.7) |
| Year 11 | 16.2 (14.6–17.8) | 17.8 (16.8–18.8) | 11.7 (10.7–12.8) | 15.3 (13.5–17.4) | 11.2 (9.9–12.6) |
| Year 12 | 10.0 (8.8–11.3) | 12.1 (11.2–13.1) | 8.8 (7.8–9.9) | 10.8 (9.2–12.6) | 8.6 (7.4–10.0) |
| Cigarette | 14.2 (13.0–15.4) | 20.0 (19.0–20.9) | 21.7 (20.4–23.0) | 30.0 (27.6–32.4) | 29.6 (27.8–31.4) |
| Alcohol | 16.7 (15.4–18.1) | 24.4 (23.3–25.4) | 24.6 (23.3–26.0) | 36.3 (33.8–38.8) | 33.5 (31.7–35.4) |
| Cannabis | 8.3 (7.4–9.2) | 14.0 (13.2–14.8) | 14.7 (13.6–15.8) | 24.6 (22.2–27.0) | 22.8 (21.1–24.5) |
| Self-Reported Academic Performance | |||||
| <4.5 | 1.5 (1.2–2.0) | 1.8 (1.5–2.1) | 2.0 (1.6–2.4) | 3.5 (2.6–4.6) | 2.8 (2.2–3.5) |
| 4.5–4.9 | 9.9 (8.9–11.0) | 10.1 (9.4–10.9) | 12.1 (11.1–13.1) | 13.4 (11.7–15.3) | 12.2 (10.9–13.6) |
| 5.0–5.4 | 25.1 (23.5–26.7) | 23.7 (22.7–24.7) | 26.7 (25.4–28.0) | 26.7 (24.5–29.0) | 26.2 (24.5–27.9) |
| 5.5–5.9 | 34.6 (33.1–36.1) | 33.1 (32.3–34.0) | 32.9 (31.7–34.1) | 31.6 (29.5–33.8) | 34.3 (32.6–36.0) |
| 6.0–6.4 | 21.6 (20.3–23.1) | 22.8 (21.8–23.80) | 19.7 (18.6–20.9) | 19.1 (17.2–21.3) | 18.8 (17.4–20.4) |
| 6.5–7.0 | 7.2 (6.4–8.2) | 8.4 (7.7–9.2) | 6.6 (5.9–7.3) | 5.7 (4.6–7.0) | 5.7 (4.8–6.7) |
| School policy awareness | 3.9 (0.7) | 3.6 (0.7) | 3.5 (0.7) | 3.5 (0.7) | 3.4 (0.7) |
| School bonding | 3.6 (1.0) | 3.3 (1.0) | 3.1 (1.1) | 3.1 (1.1) | 3.0 (1.1) |
| School membership | 4.0 (0.6) | 3.7 (0.6) | 3.6 (0.7) | 3.6 (0.6) | 3.5 (0.7) |
| Perception of peer drug use in school | 1.2 (0.4) | 1.5 (0.8) | 1.8 (1.0) | 1.8 (1.0) | 1.9 (1.1) |
| Parental monitoring | 26.7 (5.6) | 262 (5.1) | 25.5 (5.8) | 24.5 (5.6) | 24.1 (5.8) |
| Maltreatment | 1.2 (0.3) | 1.3 (0.5) | 1.5 (0.6) | 1.6 (0.7) | 1.7 (0.8) |
| Community disorganization | 1.3 (0.7) | 1.6 (0.9) | 1.8 (1.0) | 1.9 (1.1) | 2.0 (1.1) |
CI, Confidence Interval; SD, Standard Deviation.
Multilevel logistic regression analysis: cigarette smoking.
| Age | 1.37 (1.35–1.40) | 1.34 (1.31–1.37) | |||
| Gender (ref. Male) | 1.22 (1.15–1.29) | 1.51 (1.40–1.62) | |||
| No experience | 1 | 1 | 1 | ||
| Bystander only | 1.43 (1.31–1.56) | 1.15 (1.04–1.28) | |||
| Victim only | 1.60 (1.45–1.77) | 1.13 (1.00–1.28) | |||
| Bully only | 2.56 (2.22–2.94) | 1.57 (1.32–1.87) | |||
| Bully-victim only | 2.64 (2.37–2.93) | 1.59 (1.39–1.82) | |||
| Self-Reported Academic Performance | 0.68 (0.66–0.70) | 0.75 (0.72–0.77) | |||
| School policy awareness | 0.69 (0.66–0.72) | 0.97 (0.91–1.04) | |||
| School bonding | 0.77 (0.75–0.79) | 0.96 (0.92–0.99) | |||
| School Membership | 0.55 (0.53–0.58) | 0.85 (0.78–0.92) | |||
| Perception of peer drug use in school | 1.48 (1.44–1.52) | 1.11 (1.07–1.15) | |||
| Parental monitoring | 0.94 (0.94–0.94) | 0.96 (0.95–0.96) | |||
| Maltreatment | 1.96 (1.88–2.05) | 1.47 (1.39–1.56) | |||
| Community disorganization | 1.52 (1.48–1.56) | 1.21 (1.17–1.26) | |||
| Municipal state-funded | 1 | 1 | 1 | ||
| Subsidized | 0.85 (0.77–0.93) | 0.86 (0.78–0.95) | 0.98 (0.89–1.07) | ||
| Private | 0.64 (0.51–0.81) | 0.61 (0.49–0.77) | 1.16 (0.93–1.45) | ||
| Small | 1 | 1 | 1 | ||
| Medium | 1.39 (1.26–1.54) | 1.41 (1.28–1.55) | 0.95 (0.86–1.06) | ||
| Large | 1.29 (1.08–1.54) | 1.25 (1.05–1.48) | |||
| Secular | 1 | 1 | |||
| Catholic | 0.89 (0.81–0.99) | 0.95 (0.85–1.06) | |||
| Religious non-Catholic | 0.82 (0.68–1.00) | 0.86 (0.71–1.04) | |||
| Only boys | 1 | ||||
| Only girls | 1.36 (0.95–1.93) | ||||
| Mixed | 1.17 (0.87–1.58) | ||||
| Beta | 0.27 | 0.39 | 0.48 | 0.39 | |
| ICC (%) | 7.5 | 4.4 | 6.6 | 4.4 | |
| C-statistic (95%CI) | 0.77 (0.77–0.78) | ||||
ICC, Intra-Class Correlation. Empty cells indicate that the variables did not enter into the model. Model 0, Null model; Model 1, Univariable association; Model 2, Multivariable associations, only Individual-level variables; Model 3, Multivariable associations, only school-level variables; Full model, Multivariable associations, Individual-level and school-level variables. Significant odds ratios (ORs) are shown in bold (p ≤ 0.05) only for the Full model.
Multilevel logistic regression analysis: alcohol use.
| Age | 1.49 (1.47–1.51) | 1.50 (1.47–1.53) | |||
| Gender (ref. Male) | 1.06 (1.01–1.12) | 1.25 (1.17–1.34) | |||
| No experience | 1 | 1 | 1 | ||
| Bystander only | 1.53 (1.41–1.66) | 1.23 (1.11–1.36) | |||
| Victim only | 1.57 (1.42–1.72) | 1.19 (1.06–1.34) | |||
| Bully only | 2.72 (2.38–3.11) | 1.75 (1.48–2.06) | |||
| Bully-victim only | 2.72 (2.46–3.01) | 1.76 (1.54–2.00) | |||
| GPA | 0.79 (0.78–0.81) | 0.91 (0.88–0.94) | |||
| School policy awareness | 0.67 (0.65–0.70) | 0.97 (0.91–1.04) | |||
| School bonding | 0.80 (0.79–0.82) | 1.00 (0.96–1.03) | |||
| School membership | 0.56 (0.54–0.58) | 0.80 (0.74–0.87) | |||
| Perception of peer drug use in school | 1.43 (1.39–1.47) | 1.02 (0.98–1.07) | |||
| Parental monitoring | 0.94 (0.94–0.95) | 0.96 (0.95–0.96) | |||
| Maltreatment | 1.86 (1.79–1.94) | 1.51 (1.43–1.60) | |||
| Community disorganization | 1.48 (1.44–1.53) | 1.20 (1.16–1.25) | |||
| Municipal state-funded | 1 | 1 | 1 | ||
| Subsidized | 1.13 (1.02–1.24) | 1.15 (1.05–1.27) | |||
| Private | 1.52 (1.22–1.91) | 1.43 (1.16–1.77) | |||
| Small | 1 | 1 | 1 | ||
| Medium | 1.64 (1.49–1.80) | 1.61 (1.47–1.77) | 1.01 (0.91–1.12) | ||
| Large | 1.55 (1.31–1.84) | 1.55 (1.31–1.83) | 0.90 (0.76–1.08) | ||
| Secular | 1 | 1 | 1 | ||
| Catholic | 1.02 (0.92–1.13) | 0.94 (0.84–1.04) | 1.06 (0.95–1.19) | ||
| Religious non-Catholic | 0.76 (0.62–0.92) | 0.77 (0.64–0.94) | |||
| Only boys | 1 | ||||
| Only girls | 1.19 (0.84–1.69) | ||||
| Mixed | 0.97 (0.73–1.30) | ||||
| Beta | 0.54 | 0.51 | 0.48 | 0.45 | |
| ICC (%) | 8.1 | 7.2 | 6.6 | 5.8 | |
| C-statistic (95%CI) | 0.78 (0.77–0.78) | ||||
ICC, Intra-Class Correlation. Empty cells indicate that the variables did not enter into the model. Model 0, Null model; Model 1, Univariable association; Model 2, Multivariable associations, only Individual-level variables; Model 3, Multivariable associations, only school-level variables; Full model, Multivariable associations, Individual-level and school-level variables. Significant odds ratios (ORs) are shown in bold (p ≤ 0.05) only for the Full model.
Multilevel logistic regression analysis: cannabis use.
| Age | 1.44 (1.41–1.46) | 1.41 (1.37–1.44) | |||
| Gender (ref. Male) | 0.89 (0.83–0.95) | 1.06 (0.98–1.15) | 1.06 (0.97–1.15) | ||
| No experience | 1 | 1 | 1 | ||
| Bystander only | 1.71 (1.53–1.91) | 1.27 (1.11–1.45) | |||
| Victim only | 1.83 (1.62–2.06) | 1.09 (0.94–1.27) | 1.11 (0.95–1.29) | ||
| Bully only | 3.63 (3.09–4.25) | 1.96 (1.61–2.38) | |||
| Bully-victim only | 3.31 (2.92–3.76) | 1.56 (1.33–1.84) | |||
| GPA | 0.72 (0.70–0.74) | 0.83 (0.80–0.86) | |||
| School policy awareness | 0.60 (0.57–0.62) | 0.93 (0.87–1.01) | |||
| School bonding | 0.74 (0.72–0.76) | 0.97 (0.93–1.01) | |||
| School Membership | 0.47 (0.45–0.49) | 0.78 (0.71–0.86) | |||
| Perception of peer drug use in school | 1.69 (1.64–1.75) | 1.22 (1.16–1.27) | |||
| Parental monitoring | 0.93 (0.93–0.94) | 0.96 (0.95–0.96) | |||
| Maltreatment | 1.97 (1.89–2.06) | 1.47 (1.38–1.56) | |||
| Community disorganization | 1.73 (1.68–1.78) | 1.37 (1.31–1.42) | |||
| Municipal state-funded | 1 | 1 | 1 | ||
| Subsidized | 0.95 (0.85–1.07) | 0.95 (0.85–1.06) | |||
| Private | 0.73 (0.55–0.98) | 0.69 (0.52–0.92) | |||
| Small | 1 | 1 | 1 | ||
| Medium | 1.53 (1.36–1.73) | 1.55 (1.37–1.74) | 0.96 (0.85–1.08) | ||
| Large | 1.68 (1.36–2.07) | 1.67 (1.36–2.06) | 0.86 (0.70–1.06) | ||
| Secular | 1 | ||||
| Catholic | 0.88 (0.78–1.00) | ||||
| Religious non-Catholic | 0.85 (0.67–1.07) | ||||
| Only boys | 1 | ||||
| Only girls | 0.89 (0.58–1.36) | ||||
| Mixed | 0.85 (0.59–1.20) | ||||
| Beta | 0.65 | 0.49 | 0.61 | 0.48 | |
| ICC (%) | 11.4 | 6.9 | 10.3 | 6.6 | |
| C-statistic (95%CI) | 0.81 (0.81–0.82) | ||||
ICC, Intra-Class Correlation. Empty cells indicate that the variables did not enter into the model. Model 0, Null model; Model 1, Univariable association; Model 2, Multivariable associations, only Individual-level variables; Model 3, Multivariable associations, only school-level variables; Full model, Multivariable associations, Individual-level and school-level variables. Significant odds ratios (ORs) are shown in bold (p ≤ 0.05) only for the Full model.
Description of school level variables.
| Municipal state-funded | 16,170 | 40.9 (37.0–44.8) |
| Subsidized | 20,473 | 54.4 (50.5–58.3) |
| Private | 1,643 | 4.7 (3.3–6.8) |
| Small (<20 teacher per school) | 12,647 | 33.0 (29.4–36.9) |
| Medium (between 20 and 49) | 22,574 | 58.9 (54.9–62.7) |
| Large (≥50) | 3,065 | 8.1 (6.2–10.5) |
| Secular | 24,799 | 62.1 (60.1–67.8) |
| Catholic | 10,938 | 29.8 (26.2–33.6) |
| Religious, non-Catholic | 2,362 | 6.2 (4.5–8.4) |
| Only boys | 934 | 2.3 (1.4–3.8) |
| Only girls | 1,989 | 6.0 (4.3–8.3) |
| Mixed | 35,176 | 92.0 (89.1–93.6) |
CI, Confidence Interval; SD, Standard Deviation.