Reliability of a Longitudinal Sequence of Scale Ratings

被引:29
作者
Laenen, Annouschka [1 ]
Alonso, Ariel [1 ]
Molenberghs, Geert [1 ]
Vangeneugden, Tony
机构
[1] Hasselt Univ, Hasselt, Belgium
关键词
reliability; linear mixed model; longitudinal data; psychiatry; rating scale; MODELS; STABILITY; GENERALIZABILITY; ERRORS;
D O I
10.1007/s11336-008-9079-7
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Reliability captures the influence of error on a measurement and, in the classical setting, is defined as one minus the ratio of the error variance to the total variance. Laenen, Alonso, and Molenberghs (Psychometrika 73:443-448, 2007) proposed an axiomatic definition of reliability and introduced the R (T) coefficient, a measure of reliability extending the classical approach to a more general longitudinal scenario. The R (T) coefficient can be interpreted as the average reliability over different time points and can also be calculated for each time point separately. In this paper, we introduce a new and complementary measure, the so-called R (I >) , which implies a new way of thinking about reliability. In a longitudinal context, each measurement brings additional knowledge and leads to more reliable information. The R (I >) captures this intuitive idea and expresses the reliability of the entire longitudinal sequence, in contrast to an average or occasion-specific measure. We study the measure's properties using both theoretical arguments and simulations, establish its connections with previous proposals, and elucidate its performance in a real case study.
引用
收藏
页码:49 / 64
页数:16
相关论文
共 30 条
[1]   Validation of surrogate markers in multiple randomized clinical trials with repeated measurements: Canonical correlation approach [J].
Alonso, A ;
Geys, H ;
Molenberghs, G ;
Kenward, MG ;
Vangeneugden, T .
BIOMETRICS, 2004, 60 (04) :845-853
[2]  
Alonso Ariel, 2002, J Biopharm Stat, V12, P161, DOI 10.1081/BIP-120015741
[3]  
[Anonymous], 1972, The dependability of behavioural measurements: Theory of generalizability for scores and profiles
[4]  
[Anonymous], 1982, Matrix Algebra Useful for Statistics
[5]   The effects of correlated errors on generalizability and dependability coefficients [J].
Bost, JE .
APPLIED PSYCHOLOGICAL MEASUREMENT, 1995, 19 (02) :191-203
[6]   SOME EXPERIMENTAL RESULTS IN THE CORRELATION OF MENTAL ABILITIES [J].
Brown, William .
BRITISH JOURNAL OF PSYCHOLOGY, 1910, 3 :296-322
[7]   Empirical and conceptual problems with longitudinal trait-state models: Introducing a trait-state-occasion model [J].
Cole, DA ;
Martin, NC ;
Steiger, JH .
PSYCHOLOGICAL METHODS, 2005, 10 (01) :3-20
[8]  
Diggle PJ, 2013, Analysis of Longitudinal Data, V2nd
[9]   SEPARATING RELIABILITY AND STABILITY IN TEST-RETEST CORRELATION [J].
HEISE, DR .
AMERICAN SOCIOLOGICAL REVIEW, 1969, 34 (01) :93-101
[10]   BEYOND AUTOREGRESSIVE MODELS - SOME IMPLICATIONS OF THE TRAIT-STATE DISTINCTION FOR THE STRUCTURAL MODELING OF DEVELOPMENTAL-CHANGE [J].
HERTZOG, C ;
NESSELROADE, JR .
CHILD DEVELOPMENT, 1987, 58 (01) :93-109