Likelihood-based modelling of age-related normal ranges for ordinal measurements: changes in visual acuity through early childhood.

作者: A. M. Wade , A. T. Salt , R. V. Proffitt , S. J. Heavens , P. M. Sonksen

DOI: 10.1002/SIM.1805

关键词:

摘要: This paper investigates the construction of age-related standards for ordinal outcome data. Asymmetric logistic models are used to describe changes in cumulative probabilities each level. Maximum likelihood estimation model parameters allows use ratio tests ascertain appropriate complexity. In contrast methodologies constructing where is continuous, we show how methodology leads directly centile individuals. The method illustrated using visual acuity measurements collected from 2968 children between 2 and 9 years age made on a 30-point scale. We how, this instance, smoothing across categories reduced validity centiles, justifying need specialized non-continuous outcomes.

参考文章(11)
Cole Tj, The LMS method for constructing normalized growth standards. European Journal of Clinical Nutrition. ,vol. 44, pp. 45- 60 ,(1990)
A. M. Wade, A. E. Ades, A. T. Salt, R. Jayatunga, P. M. Sonksen, Age-related standards for ordinal data: Modelling the changes in visual acuity from 2 to 9 years of age Statistics in Medicine. ,vol. 14, pp. 257- 266 ,(1995) , 10.1002/SIM.4780140304
THOMAS W. RAASCH, IAN L. BAILEY, MARK A. BULLIMORE, Repeatability of visual acuity measurement. Optometry and Vision Science. ,vol. 75, pp. 342- 348 ,(1998) , 10.1097/00006324-199805000-00024
Ian L. Bailey, Jan E. Lovie, New design principles for visual acuity letter charts. Optometry and Vision Science. ,vol. 53, pp. 740- 745 ,(1976) , 10.1097/00006324-197611000-00006
M.J.R. Healy, J. Rasbash, Min Yang, Distribution-free estimation of age-related centiles Annals of Human Biology. ,vol. 15, pp. 17- 22 ,(1988) , 10.1080/03014468800009421
R. Jayatunga, P. M. Sonkscn, A. Bliitle, A. Wade, Measures of acuity in primary-school children and their ability to detect minor errors of vision Developmental Medicine & Child Neurology. ,vol. 37, pp. 515- 527 ,(2008) , 10.1111/J.1469-8749.1995.TB12039.X
P. Royston, E. M. Wright, Goodness-of-fit statistics for age-specific reference intervals. Statistics in Medicine. ,vol. 19, pp. 2943- 2962 ,(2000) , 10.1002/1097-0258(20001115)19:21<2943::AID-SIM559>3.0.CO;2-5
A. M. Wade, A. E. Ades, Age‐related reference ranges: Significance tests for models and confidence intervals for centiles Statistics in Medicine. ,vol. 13, pp. 2359- 2367 ,(1994) , 10.1002/SIM.4780132207