) 1. 福州大学人文社会科学学院, 福州 350108
2. 青少年网络心理与行为教育部重点实验室,华中师范大学心理学院, 湖北省人的发展与心理健康重点实验室, 武汉 430079
收稿日期:2018-04-13出版日期:2018-12-15发布日期:2018-10-30通讯作者:任志洪E-mail:ren@mail.ccnu.edu.cn基金资助:*福建省社科基金资助(FJ2017B028)The effect and moderators of school-based anti-bullying programs: Meta-analysis and GRADE evidence
ZHAO Lingbo1, LAI Lizu2, LIN Yuzhong1, ZHAO Chunxiao2, REN Zhihong2(
) 1. School of Humanities and Social Sciences, Fuzhou University, Fuzhou 350108, China
2. Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education; School of Psychology, Central China Normal University; Key Laboratory of Human Development and Mental Health of Hubei Province, Wuhan 430079, China
Received:2018-04-13Online:2018-12-15Published:2018-10-30Contact:REN Zhihong E-mail:ren@mail.ccnu.edu.cn摘要/Abstract
摘要: 通过文献检索和筛选, 选取了43个校园欺凌的干预研究, 使用CMA 3.0分析干预效果及影响因素, 并使用GRADE系统对所有结局指标的证据质量进行评估。结果显示, 针对欺凌者的干预项目具有中等效果量(g = 0.57, p < 0.05); 针对欺凌受害者的干预项目使得受害者的受欺凌行为减少(g = 0.42, p < 0.05), 心理健康得到改善(g = 0.40, p < 0.01); 针对所有学生的欺凌干预项目对其欺凌行为的效果g =0.17 (p < 0.001), 对其受欺凌行为效果g = 0.19 (p < 0.001), 可能存在出版偏差; 学生态度改变的效果g = 0.40 (p < 0.01)。除了态度改变的证据质量为中等, 其他结局指标的证据都为低或者极低质量。对于所有学生干预项目, 干预周期小于1学期的效果量大于干预周期大于1学期的效果量, 教育干预项目效果量小于系统干预效果量, 非随机研究效果量大于随机对照研究。直接针对欺凌者或者欺凌受害者的干预效果量中等, 但是样本量少, 需要进一步的研究证据支持。针对所有学生的欺凌干预项目虽然效果量低, 但是仍具有实践意义, 其效果量受到干预周期和干预特征的影响。
图/表 9

图1文献纳入排除流程图
图1文献纳入排除流程图表2针对欺凌者或欺凌受害者的干预效果
| 干预对象 | 结果 | N | G | 95%CI | Z | Q | I2 |
|---|---|---|---|---|---|---|---|
| 欺凌者 | 欺凌行为 | 4 | 0.57 | 0.08, 1.05 | 2.30* | 48.23*** | 93.79 |
| 欺凌受害者 | 受欺凌行为 | 6 | 0.42 | 0.10, 0.74 | 2.60** | 18.55** | 73.04 |
| 心理健康 | 5 | 0.40 | 0.14, 0.65 | 3.04** | 7.95 | 49.66 |
表2针对欺凌者或欺凌受害者的干预效果
| 干预对象 | 结果 | N | G | 95%CI | Z | Q | I2 |
|---|---|---|---|---|---|---|---|
| 欺凌者 | 欺凌行为 | 4 | 0.57 | 0.08, 1.05 | 2.30* | 48.23*** | 93.79 |
| 欺凌受害者 | 受欺凌行为 | 6 | 0.42 | 0.10, 0.74 | 2.60** | 18.55** | 73.04 |
| 心理健康 | 5 | 0.40 | 0.14, 0.65 | 3.04** | 7.95 | 49.66 |
表3针对所有学生的反欺凌项目预防干预效果
| 结果 | N | G | 95%CI | Z | Q | I2 |
|---|---|---|---|---|---|---|
| 态度 | 11 | 0.40 | 0.19, 0.61 | 3.79*** | 131.79*** | 94.41 |
| 行为 | 42 | 0.21 | 0.15, 0.26 | 7.09*** | 330.23*** | 87.58 |
| 欺凌 | 38 | 0.17 | 0.12, 0.22 | 6.91*** | 123.96*** | 70.15 |
| 受欺凌 | 38 | 0.19 | 0.12, 0.26 | 5.27*** | 354.73*** | 89.57 |
表3针对所有学生的反欺凌项目预防干预效果
| 结果 | N | G | 95%CI | Z | Q | I2 |
|---|---|---|---|---|---|---|
| 态度 | 11 | 0.40 | 0.19, 0.61 | 3.79*** | 131.79*** | 94.41 |
| 行为 | 42 | 0.21 | 0.15, 0.26 | 7.09*** | 330.23*** | 87.58 |
| 欺凌 | 38 | 0.17 | 0.12, 0.22 | 6.91*** | 123.96*** | 70.15 |
| 受欺凌 | 38 | 0.19 | 0.12, 0.26 | 5.27*** | 354.73*** | 89.57 |
表4欺凌干预对欺凌行为改变效果量的亚组分析
| 亚组变量 | N | G | 95%CI | Z | Q | I2 | p |
|---|---|---|---|---|---|---|---|
| 年级 | 0.228 | ||||||
| 小学 | 17 | 0.14 | 0.09, 0.18 | 6.18*** | 21.37 | 25.14 | |
| 初高中 | 21 | 0.20 | 0.11, 0.29 | 4.27*** | 100.77*** | 80.15 | |
| 干预周期 | 0.004 | ||||||
| <=1学期 | 20 | 0.26 | 0.18, 0.35 | 5.96*** | 64.08*** | 70.35 | |
| >1学期 | 18 | 0.11 | 0.05, 0.17 | 3.69*** | 45.60*** | 62.72 | |
| 干预特征 | 0.001 | ||||||
| 多水平 | 22 | 0.30 | 0.20, 0.40 | 5.97*** | 26.89* | 44.22 | |
| 个体水平 | 16 | 0.10 | 0.07, 0.17 | 4.73*** | 62.90*** | 66.61 | |
| 实验设计 | 0.016 | ||||||
| 随机 | 19 | 0.12 | 0.08, 0.17 | 5.08*** | 47.99*** | 62.49 | |
| 非随机 | 19 | 0.28 | 0.16, 0.39 | 4.67** | 60.86** | 70.43 |
表4欺凌干预对欺凌行为改变效果量的亚组分析
| 亚组变量 | N | G | 95%CI | Z | Q | I2 | p |
|---|---|---|---|---|---|---|---|
| 年级 | 0.228 | ||||||
| 小学 | 17 | 0.14 | 0.09, 0.18 | 6.18*** | 21.37 | 25.14 | |
| 初高中 | 21 | 0.20 | 0.11, 0.29 | 4.27*** | 100.77*** | 80.15 | |
| 干预周期 | 0.004 | ||||||
| <=1学期 | 20 | 0.26 | 0.18, 0.35 | 5.96*** | 64.08*** | 70.35 | |
| >1学期 | 18 | 0.11 | 0.05, 0.17 | 3.69*** | 45.60*** | 62.72 | |
| 干预特征 | 0.001 | ||||||
| 多水平 | 22 | 0.30 | 0.20, 0.40 | 5.97*** | 26.89* | 44.22 | |
| 个体水平 | 16 | 0.10 | 0.07, 0.17 | 4.73*** | 62.90*** | 66.61 | |
| 实验设计 | 0.016 | ||||||
| 随机 | 19 | 0.12 | 0.08, 0.17 | 5.08*** | 47.99*** | 62.49 | |
| 非随机 | 19 | 0.28 | 0.16, 0.39 | 4.67** | 60.86** | 70.43 |

图2针对所有学生的态度干预效果漏斗图; 剪补研究 = 0
图2针对所有学生的态度干预效果漏斗图; 剪补研究 = 0
图3针对所有学生的欺凌行为干预效果漏斗图; 剪补研究 = 14, 随机效应g = 0.08, 95%CI: 0.03, 0.14
图3针对所有学生的欺凌行为干预效果漏斗图; 剪补研究 = 14, 随机效应g = 0.08, 95%CI: 0.03, 0.14
图4针对所有学生的受欺凌行为干预效果漏斗图; 剪补研究 = 13, 随机效应g = 0.05, 95%CI: -0.02, 0.12
图4针对所有学生的受欺凌行为干预效果漏斗图; 剪补研究 = 13, 随机效应g = 0.05, 95%CI: -0.02, 0.12表5欺凌干预对受欺凌行为改变效果量的亚组分析
| 亚组变量 | N | G | 95%CI | Z | Q | I2 | p |
|---|---|---|---|---|---|---|---|
| 年级 | 0.457 | ||||||
| 小学 | 18 | 0.21 | 0.14, 0.28 | 5.93*** | 63.73*** | 73.33 | |
| 初高中 | 20 | 0.16 | 0.04, 0.28 | 2.72* | 234.53*** | 91.90 | |
| 干预周期 | 0.003 | ||||||
| <=1学期 | 17 | 0.31 | 0.20, 0.42 | 5.59*** | 98.35*** | 83.73 | |
| >1学期 | 21 | 0.10 | 0.02, 0.18 | 2.38* | 170.90*** | 88.30 | |
| 干预特征 | 0.001 | ||||||
| 多水平 | 24 | 0.39 | 0.24, 0.55 | 4.88*** | 52.19*** | 77.09 | |
| 个体水平 | 14 | 0.10 | 0.03, 0.18 | 2.78* | 232.15*** | 90.12 | |
| 实验设计 | 0.042 | ||||||
| 非随机 | 20 | 0.28 | 0.15, 0.41 | 4.29*** | 130.97*** | 85.49 | |
| 随机 | 18 | 0.12 | 0.04, 0.21 | 2.77** | 198.72** | 91.45 |
表5欺凌干预对受欺凌行为改变效果量的亚组分析
| 亚组变量 | N | G | 95%CI | Z | Q | I2 | p |
|---|---|---|---|---|---|---|---|
| 年级 | 0.457 | ||||||
| 小学 | 18 | 0.21 | 0.14, 0.28 | 5.93*** | 63.73*** | 73.33 | |
| 初高中 | 20 | 0.16 | 0.04, 0.28 | 2.72* | 234.53*** | 91.90 | |
| 干预周期 | 0.003 | ||||||
| <=1学期 | 17 | 0.31 | 0.20, 0.42 | 5.59*** | 98.35*** | 83.73 | |
| >1学期 | 21 | 0.10 | 0.02, 0.18 | 2.38* | 170.90*** | 88.30 | |
| 干预特征 | 0.001 | ||||||
| 多水平 | 24 | 0.39 | 0.24, 0.55 | 4.88*** | 52.19*** | 77.09 | |
| 个体水平 | 14 | 0.10 | 0.03, 0.18 | 2.78* | 232.15*** | 90.12 | |
| 实验设计 | 0.042 | ||||||
| 非随机 | 20 | 0.28 | 0.15, 0.41 | 4.29*** | 130.97*** | 85.49 | |
| 随机 | 18 | 0.12 | 0.04, 0.21 | 2.77** | 198.72** | 91.45 |
表6结果变量证据GRADE总结表
| 干预 对象 | 结局 指标 | 实验 设计 | 纳入 研究 | 结果的 不一致 | 间接 证据 | 结果 不精确 | 发表 偏倚 | 实验组 | 对照组 | 相对效应 | 证据 质量 | 结果 变量 重要性 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 欺凌者 | 欺凌行为 | RCT1 | 2 | 严重2 | 无 | 严重3-4 | 无 | 24 | 24 | 0.96(-1.04, 2.95) | ?OOO | 关键 |
| 受凌者 | 受欺凌行为 | RCT1 | 2 | 严重2 | 无 | 无 | 无 | 209 | 216 | 0.79(-0.56, 2.14) | ??OO | 关键 |
| 非RCT | 3 | 无 | 无 | 无 | 无 | 104 | 63 | 0.33(0.07, 0.59) | ??OO | 关键 | ||
| 心理健康 | RCT1 | 2 | 严重2 | 无 | 无 | 无 | 209 | 216 | 0.57(-0.13, 1.27) | ??OO | 关键 | |
| 非RCT | 2 | 无 | 无 | 无 | 无 | 93 | 49 | 0.49(0.15, 0.84) | ??OO | 关键 | ||
| 所有 学生 | 欺凌行为 | RCT1 | 14 | 严重2 | 无 | 严重3 | 无 | 1110 | 1101 | 0.12(0.08, 0.17) | ??OO | 关键 |
| 非RCT | 10 | 严重2 | 无 | 严重3 | 严重 | 1505 | 1776 | 0.28(0.20, 0.40) | ?OOO | 关键 | ||
| 受欺凌行为 | RCT1 | 13 | 严重2 | 无 | 严重3 | 无 | 12630 | 10731 | 0.12(0.04, 0.21) | ??OO | 关键 | |
| 非RCT | 12 | 严重2 | 无 | 严重3 | 严重 | 7697 | 3791 | 0.28(0.15, 0.41) | ?OOO | 关键 | ||
| 态度 | RCT1 | 6 | 无 | 无 | 无 | 无 | 1479 | 1589 | 0.34(0.06, 0.61) | ???O | 重要 |
表6结果变量证据GRADE总结表
| 干预 对象 | 结局 指标 | 实验 设计 | 纳入 研究 | 结果的 不一致 | 间接 证据 | 结果 不精确 | 发表 偏倚 | 实验组 | 对照组 | 相对效应 | 证据 质量 | 结果 变量 重要性 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 欺凌者 | 欺凌行为 | RCT1 | 2 | 严重2 | 无 | 严重3-4 | 无 | 24 | 24 | 0.96(-1.04, 2.95) | ?OOO | 关键 |
| 受凌者 | 受欺凌行为 | RCT1 | 2 | 严重2 | 无 | 无 | 无 | 209 | 216 | 0.79(-0.56, 2.14) | ??OO | 关键 |
| 非RCT | 3 | 无 | 无 | 无 | 无 | 104 | 63 | 0.33(0.07, 0.59) | ??OO | 关键 | ||
| 心理健康 | RCT1 | 2 | 严重2 | 无 | 无 | 无 | 209 | 216 | 0.57(-0.13, 1.27) | ??OO | 关键 | |
| 非RCT | 2 | 无 | 无 | 无 | 无 | 93 | 49 | 0.49(0.15, 0.84) | ??OO | 关键 | ||
| 所有 学生 | 欺凌行为 | RCT1 | 14 | 严重2 | 无 | 严重3 | 无 | 1110 | 1101 | 0.12(0.08, 0.17) | ??OO | 关键 |
| 非RCT | 10 | 严重2 | 无 | 严重3 | 严重 | 1505 | 1776 | 0.28(0.20, 0.40) | ?OOO | 关键 | ||
| 受欺凌行为 | RCT1 | 13 | 严重2 | 无 | 严重3 | 无 | 12630 | 10731 | 0.12(0.04, 0.21) | ??OO | 关键 | |
| 非RCT | 12 | 严重2 | 无 | 严重3 | 严重 | 7697 | 3791 | 0.28(0.15, 0.41) | ?OOO | 关键 | ||
| 态度 | RCT1 | 6 | 无 | 无 | 无 | 无 | 1479 | 1589 | 0.34(0.06, 0.61) | ???O | 重要 |
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