
Studies of Psychology and Behavior ›› 2025, Vol. 23 ›› Issue (2): 208-215.DOI: 10.12139/j.1672-0628.2025.02.009
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Received:2024-04-22
Online:2025-03-20
Published:2025-03-20
Contact:
Guangming LI
通讯作者:
黎光明
基金资助:Guangming LI, Yu LIU. A Longitudinal Analysis of Adolescent Internet Addiction for Risk and Protect Factors Based on Multiple-Group Growth Mixture Modeling[J]. Studies of Psychology and Behavior, 2025, 23(2): 208-215.
黎光明, 刘钰. 基于多组增长混合模型的青少年网络成瘾纵向分析[J]. 心理与行为研究, 2025, 23(2): 208-215.
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URL: https://psybeh.tjnu.edu.cn/EN/10.12139/j.1672-0628.2025.02.009
| 变量 | 总体 | 男性 | 女性 |
| 年龄(T1) | 14.88(1.80) | 14.84(1.78) | 14.90(1.82) |
| T1网瘾总分 | 33.59(11.66) | 34.43(12.33) | 33.01(11.05) |
| T2网瘾总分 | 31.75(10.33) | 32.58(11.00) | 31.08(9.71) |
| T3网瘾总分 | 29.56(10.13) | 29.51(10.60) | 29.63(9.75) |
| 积极应对方式 | 30.48(9.01) | 29.12(10.04) | 31.58(7.92) |
| 消极应对方式 | 22.02(7.81) | 19.91(7.98) | 23.71(7.25) |
| 家庭满意度 | 34.72(7.18) | 34.93(7.88) | 34.56(6.57) |
| 朋友满意度 | 41.05(5.93) | 41.03(7.13) | 41.07(4.75) |
| 学校满意度 | 32.13(4.85) | 32.33(6.06) | 31.98(3.59) |
| 生活环境满意度 | 37.37(6.12) | 37.59(7.48) | 37.18(4.75) |
| 自我满意度 | 33.50(5.98) | 34.20(6.86) | 32.94(5.11) |
| 一般满意度 | 35.76(4.61) | 36.02(5.74) | 35.55(3.44) |
| 抑郁 | 39.36(8.44) | 39.47(8.61) | 39.27(8.30) |
| 焦虑 | 33.22(6.54) | 32.99(6.24) | 33.40(6.77) |
| 超重/肥胖比例 | 0.16(0.38) | 0.15(0.37) | 0.18(0.39) |
| 体重 | 59.05(10.07) | 63.05(9.89) | 53.05(13.07) |
| 身高 | 1.66(0.75) | 1.70(0.79) | 1.63(0.65) |
| BMI | 21.43(5.04) | 21.82(4.95) | 19.97(5.14) |
| 变量 | 总体 | 男性 | 女性 |
| 年龄(T1) | 14.88(1.80) | 14.84(1.78) | 14.90(1.82) |
| T1网瘾总分 | 33.59(11.66) | 34.43(12.33) | 33.01(11.05) |
| T2网瘾总分 | 31.75(10.33) | 32.58(11.00) | 31.08(9.71) |
| T3网瘾总分 | 29.56(10.13) | 29.51(10.60) | 29.63(9.75) |
| 积极应对方式 | 30.48(9.01) | 29.12(10.04) | 31.58(7.92) |
| 消极应对方式 | 22.02(7.81) | 19.91(7.98) | 23.71(7.25) |
| 家庭满意度 | 34.72(7.18) | 34.93(7.88) | 34.56(6.57) |
| 朋友满意度 | 41.05(5.93) | 41.03(7.13) | 41.07(4.75) |
| 学校满意度 | 32.13(4.85) | 32.33(6.06) | 31.98(3.59) |
| 生活环境满意度 | 37.37(6.12) | 37.59(7.48) | 37.18(4.75) |
| 自我满意度 | 33.50(5.98) | 34.20(6.86) | 32.94(5.11) |
| 一般满意度 | 35.76(4.61) | 36.02(5.74) | 35.55(3.44) |
| 抑郁 | 39.36(8.44) | 39.47(8.61) | 39.27(8.30) |
| 焦虑 | 33.22(6.54) | 32.99(6.24) | 33.40(6.77) |
| 超重/肥胖比例 | 0.16(0.38) | 0.15(0.37) | 0.18(0.39) |
| 体重 | 59.05(10.07) | 63.05(9.89) | 53.05(13.07) |
| 身高 | 1.66(0.75) | 1.70(0.79) | 1.63(0.65) |
| BMI | 21.43(5.04) | 21.82(4.95) | 19.97(5.14) |
| 类别数目 | AIC | BIC | aBIC | Entropy | LMR-LRT(p) | BLRT(p) | 类别概率 |
| 1类别 | 24534.91 | 24577.03 | 24551.62 | ||||
| 2类别 | 29363.71 | 29421.62 | 29386.67 | 0.91 | 0.001 | <0.001 | 0.084/0.916 |
| 3类别 | 29158.99 | 29232.69 | 29188.21 | 0.88 | <0.001 | <0.001 | 0.033/0.775/0.192 |
| 4类别 | 29073.70 | 29163.20 | 29109.19 | 0.91 | 0.290 | <0.001 | 0.857/0.062/0.032/0.049 |
| 5类别 | 28944.25 | 29049.55 | 28986.02 | 0.87 | 0.305 | <0.001 | 0.172/0.061/0.712/0.032/0.023 |
| 类别数目 | AIC | BIC | aBIC | Entropy | LMR-LRT(p) | BLRT(p) | 类别概率 |
| 1类别 | 24534.91 | 24577.03 | 24551.62 | ||||
| 2类别 | 29363.71 | 29421.62 | 29386.67 | 0.91 | 0.001 | <0.001 | 0.084/0.916 |
| 3类别 | 29158.99 | 29232.69 | 29188.21 | 0.88 | <0.001 | <0.001 | 0.033/0.775/0.192 |
| 4类别 | 29073.70 | 29163.20 | 29109.19 | 0.91 | 0.290 | <0.001 | 0.857/0.062/0.032/0.049 |
| 5类别 | 28944.25 | 29049.55 | 28986.02 | 0.87 | 0.305 | <0.001 | 0.172/0.061/0.712/0.032/0.023 |
| 类别 | M | SE | Est./SE | p | 比例 | |
| 类别1 | 截距 | 30.791 | 0.339 | 90.862 | <0.001 | 77.5% |
| 斜率 | −2.665 | 0.150 | −17.721 | <0.001 | ||
| 类别2 | 截距 | 41.293 | 1.091 | 28.763 | <0.001 | 19.2% |
| 斜率 | −0.718 | 0.458 | −1.568 | 0.117 | ||
| 类别3 | 截距 | 50.374 | 2.783 | 18.100 | <0.001 | 3.3% |
| 斜率 | 6.047 | 1.642 | 3.682 | <0.001 |
| 类别 | M | SE | Est./SE | p | 比例 | |
| 类别1 | 截距 | 30.791 | 0.339 | 90.862 | <0.001 | 77.5% |
| 斜率 | −2.665 | 0.150 | −17.721 | <0.001 | ||
| 类别2 | 截距 | 41.293 | 1.091 | 28.763 | <0.001 | 19.2% |
| 斜率 | −0.718 | 0.458 | −1.568 | 0.117 | ||
| 类别3 | 截距 | 50.374 | 2.783 | 18.100 | <0.001 | 3.3% |
| 斜率 | 6.047 | 1.642 | 3.682 | <0.001 |
| 类别 | M | SE | Est./SE | p | n(比例) | ||
| 男 | 类别1 | 截距 | 31.145 | 0.502 | 62.007 | <0.001 | 459(72.2%) |
| 斜率 | −3.320 | 0.234 | −14.213 | <0.001 | |||
| 类别2 | 截距 | 41.902 | 1.134 | 36.966 | <0.001 | 153(24.0%) | |
| 斜率 | −0.994 | 0.549 | −1.812 | 0.070 | |||
| 类别3 | 截距 | 54.563 | 3.823 | 14.271 | <0.001 | 24(3.8%) | |
| 斜率 | 3.904 | 1.842 | 2.120 | 0.034 | |||
| 女 | 类别1 | 截距 | 30.559 | 0.383 | 79.739 | <0.001 | 653(82.4%) |
| 斜率 | −2.194 | 0.185 | −11.871 | <0.001 | |||
| 类别2 | 截距 | 41.025 | 1.891 | 22.755 | <0.001 | 119(15.0%) | |
| 斜率 | −0.309 | 0.672 | −0.459 | 0.646 | |||
| 类别3 | 截距 | 45.661 | 3.788 | 12.055 | <0.001 | 21(2.6%) | |
| 斜率 | 8.870 | 1.865 | 4.757 | <0.001 |
| 类别 | M | SE | Est./SE | p | n(比例) | ||
| 男 | 类别1 | 截距 | 31.145 | 0.502 | 62.007 | <0.001 | 459(72.2%) |
| 斜率 | −3.320 | 0.234 | −14.213 | <0.001 | |||
| 类别2 | 截距 | 41.902 | 1.134 | 36.966 | <0.001 | 153(24.0%) | |
| 斜率 | −0.994 | 0.549 | −1.812 | 0.070 | |||
| 类别3 | 截距 | 54.563 | 3.823 | 14.271 | <0.001 | 24(3.8%) | |
| 斜率 | 3.904 | 1.842 | 2.120 | 0.034 | |||
| 女 | 类别1 | 截距 | 30.559 | 0.383 | 79.739 | <0.001 | 653(82.4%) |
| 斜率 | −2.194 | 0.185 | −11.871 | <0.001 | |||
| 类别2 | 截距 | 41.025 | 1.891 | 22.755 | <0.001 | 119(15.0%) | |
| 斜率 | −0.309 | 0.672 | −0.459 | 0.646 | |||
| 类别3 | 截距 | 45.661 | 3.788 | 12.055 | <0.001 | 21(2.6%) | |
| 斜率 | 8.870 | 1.865 | 4.757 | <0.001 |
| 协变量 | 平稳vs低−下降 | 高−上升vs低−下降 | 高−上升vs平稳 |
| 积极应对方式 | −0.027(0.019) | 0.011(0.038) | 0.038(0.043) |
| 消极应对方式 | 0.085(0.022)*** | 0.112(0.038)** | 0.027(0.042) |
| 家庭满意度 | −0.024(0.024) | −0.069(0.046) | −0.045(0.047) |
| 朋友满意度 | 0.029(0.031) | 0.096(0.048)* | 0.068(0.052) |
| 学校满意度 | −0.044(0.030) | −0.140(0.090) | −0.096(0.094) |
| 生活环境满意度 | 0.088(0.029)** | 0.050(0.057) | −0.038(0.066) |
| 自我满意度 | −0.073(0.031)* | 0.021(0.041) | 0.094(0.049) |
| 一般满意度 | −0.009(0.001) | −0.018(0.001) | −0.009(0.001) |
| 抑郁 | −0.036(0.024) | 0.038(0.041) | 0.074(0.045) |
| 焦虑 | 0.074(0.027)** | 0.070(0.051) | −0.003(0.047) |
| 超重/肥胖 | −0.647(0.505) | 1.326(0.570)* | 1.973(0.689)* |
| 协变量 | 平稳vs低−下降 | 高−上升vs低−下降 | 高−上升vs平稳 |
| 积极应对方式 | −0.027(0.019) | 0.011(0.038) | 0.038(0.043) |
| 消极应对方式 | 0.085(0.022)*** | 0.112(0.038)** | 0.027(0.042) |
| 家庭满意度 | −0.024(0.024) | −0.069(0.046) | −0.045(0.047) |
| 朋友满意度 | 0.029(0.031) | 0.096(0.048)* | 0.068(0.052) |
| 学校满意度 | −0.044(0.030) | −0.140(0.090) | −0.096(0.094) |
| 生活环境满意度 | 0.088(0.029)** | 0.050(0.057) | −0.038(0.066) |
| 自我满意度 | −0.073(0.031)* | 0.021(0.041) | 0.094(0.049) |
| 一般满意度 | −0.009(0.001) | −0.018(0.001) | −0.009(0.001) |
| 抑郁 | −0.036(0.024) | 0.038(0.041) | 0.074(0.045) |
| 焦虑 | 0.074(0.027)** | 0.070(0.051) | −0.003(0.047) |
| 超重/肥胖 | −0.647(0.505) | 1.326(0.570)* | 1.973(0.689)* |
| 协变量 | 平稳vs低−下降 | 高−上升vs低−下降 | 高−上升vs平稳 |
| 积极应对方式 | −0.037(0.021) | −0.019(0.025) | 0.018(0.029) |
| 消极应对方式 | 0.105(0.022)*** | 0.086(0.030)** | −0.019(0.033) |
| 家庭满意度 | −0.050(0.021)* | −0.046(0.031) | 0.004(0.032) |
| 朋友满意度 | 0.049(0.035) | 0.005(0.037) | −0.044(0.037) |
| 学校满意度 | −0.024(0.037) | −0.091(0.060) | −0.068(0.067) |
| 生活环境满意度 | 0.044(0.034) | 0.050(0.048) | 0.007(0.051) |
| 自我满意度 | −0.024(0.032) | −0.021(0.039) | 0.003(0.039) |
| 一般满意度 | 0.008(0.001) | 0.001(0.001) | −0.007(0.001) |
| 抑郁 | 0.018(0.022) | 0.023(0.037) | 0.005(0.041) |
| 焦虑 | 0.009(0.024) | 0.037(0.031) | 0.027(0.034) |
| 超重/肥胖 | −0.150(0.319) | −0.126(0.500) | 0.024(0.573) |
| 协变量 | 平稳vs低−下降 | 高−上升vs低−下降 | 高−上升vs平稳 |
| 积极应对方式 | −0.037(0.021) | −0.019(0.025) | 0.018(0.029) |
| 消极应对方式 | 0.105(0.022)*** | 0.086(0.030)** | −0.019(0.033) |
| 家庭满意度 | −0.050(0.021)* | −0.046(0.031) | 0.004(0.032) |
| 朋友满意度 | 0.049(0.035) | 0.005(0.037) | −0.044(0.037) |
| 学校满意度 | −0.024(0.037) | −0.091(0.060) | −0.068(0.067) |
| 生活环境满意度 | 0.044(0.034) | 0.050(0.048) | 0.007(0.051) |
| 自我满意度 | −0.024(0.032) | −0.021(0.039) | 0.003(0.039) |
| 一般满意度 | 0.008(0.001) | 0.001(0.001) | −0.007(0.001) |
| 抑郁 | 0.018(0.022) | 0.023(0.037) | 0.005(0.041) |
| 焦虑 | 0.009(0.024) | 0.037(0.031) | 0.027(0.034) |
| 超重/肥胖 | −0.150(0.319) | −0.126(0.500) | 0.024(0.573) |
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