Cross-lagged model analysis of the relationship between physical exercise, academic performance, and aggressive behavior in junior high school students
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摘要:
目的 探究初中生青少年攻击行为、体育锻炼和学习成绩间的因果关系,为制定科学运动方案提供参考依据。 方法 采用纵向追踪研究方法,2021年6月—2022年6月在为期12个月的研究计划中,使用Buss-Perry攻击问卷(BPAQ)、青少年体力活动问卷(PAQ-A)和考试成绩作为测量工具,对江苏省2个市502名初中生进行3次追踪测量(T1:2021年6月,T2:2021年12月,T3:2022年6月),构建交叉滞后模型。 结果 T1体育锻炼正向影响T2学习成绩(β=0.22)、负向影响T2攻击行为(β=-0.13),T1攻击行为负向影响T2学习成绩(β=-0.23),T1学习成绩负向影响T2攻击行为(β=-0.09)。T2体育锻炼负向影响T3攻击行为(β=-0.05)、正向影响T3学习成绩(β=0.19),T2攻击行为负向影响T3学习成绩(β=-0.08),T2学习成绩负向影响T3攻击行为(β=-0.06)(P值均 < 0.05)。初中生攻击行为、体育锻炼和学习成绩的交叉滞后模型结果显示,χ2/df=8.80,CFI=0.96,NFI=0.95,RFI=0.87,IFI=0.96,TLI=0.88,RMSEA=0.12,模型拟合良好。多组结构方程模型结果显示,各模型与基线模型(CFI=0.95,TLI=0.86,RMSEA=0.10,90%CI=0.08~0.11,P < 0.01)在性别上差异无统计学意义(△CFI < 0.05,P>0.05)。 结论 初中生体育锻炼负向预测攻击行为、正向预测学习成绩,初中生学习成绩和攻击行为相互负向影响。应制定科学运动方案,减少攻击行为,有效提升青少年学习成绩。 Abstract:Objective To investigate the causal relationship between junior high school students aggressive behavior, physical exercise and academic performance, so as to provide a reference basis for the development of scientific exercise programs. Methods A longitudinal follow-up study was conducted on 502 junior high school students over a 12-month period from June 2021 to June 2022 using the Buss-Perry Aggressive Questionnaire (BPAQ), Physical Activity Questionnaire for Adolescents (PAQ-A), and test scores as the measurement tools (T1:June 2021, T2:December 2021, T3:June 2022), and a cross-lagged model was constructed to measure the relationship between aggression, physical activity and academic performance. Results At T1, physical exercise had a positive effect on academic performance at T2 (β=0.22) and a negative effect on aggressive behavior at T2 (β=-0.13), aggressive behavior negatively affected academic performance at T2 (β=-0.23), and academic performance had a negative effect on aggressive behavior at T2 (β=-0.09). Physical exercise at T2 had a negative effect on aggressive behavior at T3 (β=-0.05) and a positive effect on academic performance at T3 (β=0.19). Aggressive behavior at T2 negatively influenced academic performance at T3 (β=-0.08). Academic performance at T2 negatively influenced aggressive behavior at T3 (β=-0.06) (P < 0.05). The results of cross-lagged modeling of junior high school students aggressive behavior, physical exercise and academic performance showed that the model was well fitted (χ2/df=8.80, CFI=0.96, NFI=0.95, RFI=0.87, IFI=0.96, TLI=0.88, RMSEA=0.12). The results of multi-group structural equation modeling showed that the differences between the models and the baseline model (CFI=0.95, TLI=0.86, RMSEA=0.10, 90%CI=0.08-0.11, P < 0.01) were not statistically significant in terms of gender (△CFI < 0.05, P>0.05). Conclusions Physical exercise negatively predictes aggressive behavior and positively predictes academic performance, and academic performance and aggressive behavior negatively affect each other. A scientific exercise program should be developed to reduce aggression and effectively improve adolescents' academic performance. -
Key words:
- Aggression /
- Exercise movement techniques /
- Learning /
- Mental health /
- Students
1) 利益冲突声明 所有作者声明无利益冲突。 -
表 1 初中生攻击行为、体育锻炼和学习成绩的相关性分析(r值,n=502)
Table 1. The correlation between aggressive behavior, physical exercise, and academic performance among junior high school students(r, n=502)
变量 攻击性行为 学习成绩 体育锻炼 T1 T2 T3 T1 T2 T3 T1 T2 T2攻击性行为 0.69 T3攻击性行为 0.68 0.86 T1学习成绩 -0.21 -0.24 -0.22 T2学习成绩 -0.40 -0.38 -0.39 0.49 T3学习成绩 -0.32 -0.33 -0.32 0.35 0.62 T1体育锻炼 -0.40 -0.39 -0.41 0.16 0.37 0.39 T2体育锻炼 -0.32 -0.31 -0.33 0.15 0.38 0.41 0.85 T3体育锻炼 -0.21 -0.29 -0.25 0.16 0.29 0.47 0.73 0.80 注:P值均<0.01。 表 2 初中生攻击行为、体育锻炼和学习成绩的交叉滞后模型测量一致性检验(n=502)
Table 2. Cross-lag model measurement consistency test for aggressive behavior, physical exercise, and academic performance among junior high school students(n=502)
组别 模型 攻击行为 体育锻炼 学习成绩 χ2值 df值 P值 RMSEA值 TLI值 CFI值 χ2值 df值 P值 RMSEA值 TLI值 CFI值 χ2值 df值 P值 RMSEA值 TLI值 CFI值 年龄 模型1 97.33 29 <0.01 0.07 0.97 0.94 94.11 29 <0.01 0.07 0.97 0.90 63.36 29 <0.01 0.05 0.92 0.92 模型2 97.54 31 <0.01 0.07 0.97 0.94 98.44 31 <0.01 0.07 0.97 0.94 71.86 31 <0.01 0.05 0.91 0.90 模型3 97.95 33 <0.01 0.06 0.97 0.94 100.35 33 <0.01 0.06 0.97 0.94 74.96 33 <0.01 0.05 0.91 0.90 性别 模型1 34.86 2 <0.01 0.18 0.91 0.97 12.49 2 <0.01 0.10 0.97 0.99 5.12 2 0.08 0.06 0.95 0.99 模型2 35.59 4 <0.01 0.13 0.95 0.97 15.37 4 <0.01 0.08 0.99 0.99 7.69 4 0.10 0.04 0.97 0.99 模型3 35.99 6 <0.01 0.10 0.97 0.97 16.78 6 <0.05 0.06 0.99 0.99 9.72 6 0.14 0.04 0.98 0.99 注:模型1为基线等值模型;模型2为载荷等值模型;模型3为截距等值模型。 表 3 初中生攻击行为、体育锻炼和学习成绩交叉滞后模型多群组分析拟合度比较(n=502)
Table 3. Comparison of fitting degree of cross lagged models of aggressive behavior, physical exercise, and academic performance among junior high school students in multi group analysis(n=502)
模型 CMIN值 df值 P值 CMIN/DF值 NFI值 RFI值 IFI值 TLI值 CFI值 RMSEA值(95%CI) M0 178.23 32 <0.01 5.57 0.94 0.83 0.95 0.86 0.95 0.10(0.08~0.11) M1 191.22 52 <0.01 3.68 0.94 0.89 0.95 0.92 0.95 0.07(0.06~0.08) M2 206.94 60 <0.01 3.45 0.93 0.90 0.95 0.92 0.95 0.07(0.06~0.08) M3 209.43 62 <0.01 3.38 0.93 0.90 0.95 0.93 0.95 0.07(0.06~0.08) M4 248.77 70 <0.01 3.55 0.92 0.89 0.94 0.92 0.94 0.07(0.06~0.08) 注:M0为基线模型;M1为男女交叉滞后路径模型;M2为男女结构截距模型;M3为男女结构协方差模型;M4为男女结构残差模型。 -
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