Center for Human Development, University of California, San Diego, United States.
Department of Psychology, Arizona State University, United States.
Addict Behav. 2022 Jun;129:107277. doi: 10.1016/j.addbeh.2022.107277. Epub 2022 Feb 8.
The Loeber Risk Score (LRS) was developed to predict early-onset cannabis use in adolescence from late childhood, facilitating early identification. However, the LRS was developed in non-representative historical samples, leaving uncertain its generalizability to children/adolescents across the U.S. today. We externally validated the LRS in a diverse, nationwide cohort (N = 4,898) weighted to the composition of the U.S. Census. Participants in 20 cities completed assessments when youth were approximately 5, 9, and 15 years old. Parents completed the LRS at the age ∼5 and ∼9 interviews. At the age ∼15 interview, youth reported on the onset of alcohol/drug use before age 15, monthly drinking/binge drinking at ages 14-16, and use of cannabis multiple times per month at ages 14-16. First, we validated the LRS measured at age ∼9. Area under the receiver operating curve was 0.62 for onset of cannabis use before age 15, 0.68 for onset of cigarette use before age 15, and 0.62 for use of cannabis multiple times per month at ages 14-16. For drinking outcomes, LRS performance could not be distinguished from chance prediction. The recommended screening cutoff of LRS ≥ 2 identified 24% of children, among whom early-onset cannabis/cigarette use outcomes occurred 1.4-2.2 times more frequently than the general population. The LRS' performance did not vary significantly by sex, race, or ethnicity. When the LRS was measured at age ∼5, AUROC was significantly lower for some outcomes. Together, findings support the LRS measure as a potential tool for identifying children in early or late childhood at risk of early-onset drug use in adolescence.
Loeber 风险评分 (LRS) 旨在预测儿童晚期至青春期早期的大麻使用,从而实现早期识别。然而,LRS 是在非代表性的历史样本中开发的,其对当今美国儿童/青少年的泛化能力尚不确定。我们在一个多样化的全国性队列(N=4898)中对 LRS 进行了外部验证,该队列经过加权以反映美国人口普查的构成。20 个城市的参与者在青少年大约 5、9 和 15 岁时完成了评估。父母在大约 5 和 9 岁的访谈中完成了 LRS 评估。在大约 15 岁的访谈中,青少年报告了 15 岁之前的酒精/药物使用开始时间、14-16 岁期间每月饮酒/狂饮以及 14-16 岁期间每月多次使用大麻的情况。首先,我们验证了在大约 9 岁时测量的 LRS。用于预测 15 岁之前大麻使用开始、15 岁之前香烟使用开始和 14-16 岁期间每月多次使用大麻的曲线下面积分别为 0.62、0.68 和 0.62。对于饮酒结果,LRS 性能无法与随机预测区分开来。推荐的 LRS 筛查截断值≥2 识别出 24%的儿童,其中早期大麻/香烟使用结果发生的频率比一般人群高 1.4-2.2 倍。LRS 的性能在性别、种族或民族方面没有显著差异。当 LRS 在大约 5 岁时进行测量时,某些结果的 AUROC 显著降低。总的来说,这些发现支持 LRS 作为一种潜在工具,用于识别儿童早期或晚期处于青春期早期药物使用风险的儿童。