INSERM, Research Center U-897 Epidemiology and Biostatistics, Équipe Avenir INSERM Prévention et Prise en Charge des Traumatismes (PPCT)/Injury Prevention and Control, Université Bordeaux 2 case 11, 146 rue Léo Saignat, 33076 Bordeaux Cedex, France.
Drug Alcohol Depend. 2011 Apr 1;114(2-3):153-8. doi: 10.1016/j.drugalcdep.2010.09.016. Epub 2010 Nov 13.
The Experience Sampling Method (ESM) collects data repeatedly over time, and is therefore prone to missing observations. Little is known about the characteristics of the subjects and of the ESM procedure associated with unanswered records. Through an ESM investigation of substance use determinants, these characteristics were able to be analyzed.
Participants (n=224) were undergraduate university students enrolled for a study of substance use factors, providing data through the use of classic questionnaires and through the Experience Sampling Method (ESM) using palmtop computers. For the ESM, they were signaled five times per day for 7 days (7840 records). Characteristics of the ESM procedure and of the participants were analyzed jointly. The probability of an unanswered ESM record was analyzed using a random-intercept logistic regression, fitting a multivariate mixed-effect model for repeated measurements.
Factors significantly associated with an unanswered record were: male gender, being a Sport Science student, having higher scores of novelty seeking and of persistence, and being a poly-substance user. Unanswered records were also more frequent in the middle of the week and at the beginning of the day.
Findings are discussed in term of the possible impact of missing observations. In particular, the lower compliance of poly-substance users with the ESM protocol may curtail the validity of the method, since ESM records are less representative of all moments in these persons daily life. Thus, results from ESM studies of substance use should be regarded cautiously and complemented with other data gathering procedures.
经验采样法(ESM)随着时间的推移反复收集数据,因此容易出现缺失观测值的情况。对于未应答记录相关的被试和 ESM 程序特征,人们知之甚少。通过对物质使用决定因素的 ESM 调查,可以分析这些特征。
参与者(n=224)为大学生,参加了一项物质使用因素研究,通过使用经典问卷和掌上电脑的经验采样法(ESM)提供数据。对于 ESM,他们每天被提示 5 次,持续 7 天(7840 条记录)。联合分析了 ESM 程序和参与者的特征。使用随机截距逻辑回归分析未应答 ESM 记录的概率,拟合重复测量的多变量混合效应模型。
与未应答 ESM 记录显著相关的因素包括:男性、运动科学专业学生、较高的新奇寻求和坚持得分、以及多物质使用者。未应答记录在一周中间和一天开始时也更为频繁。
根据缺失观测值的可能影响讨论了研究结果。特别是,多物质使用者对 ESM 方案的低依从性可能会降低该方法的有效性,因为 ESM 记录在这些人日常生活中的所有时刻代表性不足。因此,物质使用的 ESM 研究结果应谨慎对待,并辅以其他数据收集程序。