Application of Second-Order Growth Mixture Modeling to Longitudinal Traumatic Brain Injury Outcome Research: 15-Year Trajectories of Life Satisfaction in Adolescents and Young Adults as an Example.
Application of Second-Order Growth Mixture Modeling to Longitudinal Traumatic Brain Injury Outcome Research: 15-Year Trajectories of Life Satisfaction in Adolescents and Young Adults as an Example.
复制标题
DOI：
10.1016/j.apmr.2021.12.018
复制
发表时间：
2022-08
影响因子：
4.3
通讯作者：
Wang, Yan
中科院分区：
文献类型：
--
作者：
Shen, Jiabin;Wang, Yan
使用生活满意度证明二阶增长混合模型在创伤后15年的青少年和年轻人中的应用。SO-GMM是一种考虑测量误差的数据驱动建模方法，用于揭示受伤后15年内生活满意度的不同增长轨迹。然后将增长轨迹中的成员资格与基线特征联系起来，以了解随着时间的推移不同增长的促成因素。创伤性脑损伤模型系统国家数据库3，756名年龄在16 - 25岁的TBI患者（法师=20.49，SDage=2.66; 27.24%女性）不适用生活满意度量表确定了四个二次增长轨迹：低稳定（16.6%）最初生活满意度低，并随着时间的推移保持低水平;高稳定（49.3%）在基线时生活满意度高，并随着时间的推移保持高水平;（15.8%）开始时生活满意度高，但随着时间的推移而下降;和低增长（18.2%），开始时生活满意度低，但随着时间的推移而增加。性别、种族、受伤前就业状况、年龄和认知障碍与分组相关。本研究将SO-GMM应用于国家TBI数据库，并确定了TBI AYAs生活满意度的四个纵向轨迹。研究结果提供了数据驱动的证据，用于制定未来的干预措施，这些干预措施在时间和个性化水平上都是量身定制的，以改善TBI患者的健康状况。
To demonstrate the application of Second-Order Growth Mixture Modeling using life satisfaction among adolescents and young adults with TBI up to 15 years post-injury. SO-GMM, a data-driven modeling approach that accounts for measurement errors, was adopted to uncover distinct growth trajectories of life satisfaction over 15 years post-injury. Membership in growth trajectories was then linked with baseline characteristics to understand the contributing factors to distinct growth over time. Traumatic Brain Injury Model System National Database 3,756 AYAs with TBI aged 16 - 25 (Mage=20.49, SDage=2.66; 27.24% female) Not Applicable Satisfaction with Life Scale Four quadratic growth trajectories were identified: low-stable (16.6%) that had low initial life satisfaction and remained low over time; high-stable (49.3%) that had high life satisfaction at the baseline and stayed high over time; high-decreasing (15.8%) that started with high life satisfaction but decreased over time; and low-increasing (18.2%) that started with low life satisfaction but increased over time. Sex, race, pre-injury employment status, age, and FIM cognition were associated with group assignment. This study applied SO-GMM to a national TBI database and identified four longitudinal trajectories of life satisfaction among AYAs with TBI. Findings provided data-driven evidence for development of future interventions that are tailored at both temporal and personalized levels for improved health outcomes among AYAs with TBI.
登录
查看更多内容
精神障碍的人的生活满意度。
DOI：
10.1007/s11136-020-02556-9
发表时间：
2020-11
期刊：
Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation
影响因子：
--
作者：
Meule A;Voderholzer U
通讯作者：
Voderholzer U
影响因子：
3.8
作者：
Kim ES;Wang Y
通讯作者：
Wang Y
影响因子：
1.4
作者：
Devi Y;Khan S;Rana P;Deepak 3;Dhandapani M;Ghai S;Gopichandran L;Dhandapani S
通讯作者：
Dhandapani S
影响因子：
6.6
作者：
Chang, Hsuan-Kan;Hsu, Ju-Wei;Chen, Mu-Hong
通讯作者：
Chen, Mu-Hong
影响因子：
3.1
作者：
HARNER, CJ;HEAL, LW
通讯作者：
HEAL, LW