Lanza Stephanie T, Collins Linda M
The Methodology Center, The Pennsylvania State University, 204 E. Calder Way, Suite 400, State College, Pennsylvania 16801, USA.
J Stud Alcohol. 2006 Jul;67(4):552-61. doi: 10.15288/jsa.2006.67.552.
The purpose of this study was to illustrate the use of latent class analysis to examine change in behavior over time. Patterns of heavy drinking from ages 18 to 30 were explored in a national sample; the relationship between college enrollment and pathways of heavy drinking, particularly those leading to adult heavy drinking, was explored.
Latent class analysis for repeated measures is used to estimate common pathways through a stage-sequential process. Common patterns of development in a categorical variable (presence or absence of heavy drinking) are estimated and college enrollment is a grouping variable. Data were from the National Longitudinal Survey of Youth (N=1,265).
Eight patterns of heavy drinking were identified: no heavy drinking (53.7%); young adulthood only (3.7%); young adulthood and adulthood (3.7%); college age only (2.6%); college age, young adulthood, and adulthood (8.7%); high school and college age (4.4%); high school, college age, and young adulthood (6.3%); and persistent heavy drinking (16.9%).
We found no evidence that prevalence of heavy drinking for those enrolled in college exceeds the prevalence for those not enrolled at any of the four developmental periods studied. In fact, there is some evidence that being enrolled in college appears to be a protective factor for young adult and adult heavy drinking. College-enrolled individuals more often show a pattern characterized by heavy drinking during college ages only, with no heavy drinking prior to and after the college years, whereas nonenrolled individuals not drinking heavily during high school or college ages are at increased risk for adult heavy drinking.
本研究旨在阐述如何运用潜在类别分析来检验行为随时间的变化。在一个全国性样本中探索了18岁至30岁的酗酒模式;探讨了大学入学与酗酒途径之间的关系,特别是那些导致成年后酗酒的途径。
对重复测量数据进行潜在类别分析,以通过一个阶段顺序过程估计常见途径。估计分类变量(是否酗酒)的常见发展模式,大学入学情况作为分组变量。数据来自全国青年纵向调查(N = 1,265)。
确定了八种酗酒模式:不酗酒(53.7%);仅青年期酗酒(3.7%);青年期和成年期酗酒(3.7%);仅大学年龄酗酒(2.6%);大学年龄、青年期和成年期酗酒(8.7%);高中和大学年龄酗酒(4.4%);高中、大学年龄和青年期酗酒(6.3%);以及持续酗酒(16.9%)。
我们没有发现证据表明在研究的四个发育阶段中的任何一个阶段,上大学的人的酗酒患病率超过未上大学的人。事实上,有一些证据表明上大学似乎是预防青年期和成年期酗酒的一个保护因素。上大学的人更常表现出一种仅在大学年龄期间酗酒的模式,在大学之前和之后不酗酒,而未上大学的人在高中或大学年龄期间不大量饮酒,则成年后酗酒的风险增加。