Regression to the mean: treatment effect without the intervention

被引:103
作者
Morton, V [1 ]
Torgerson, DJ [1 ]
机构
[1] Univ York, Dept Hlth Sci, York Trials Unit, York YO10 5DD, N Yorkshire, England
关键词
regression to the mean;
D O I
10.1111/j.1365-2753.2004.00505.x
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Regression to the mean (RTM) is a widespread statistical phenomenon. It is a group phenomenon that occurs whenever an extreme group is selected from a population based on the measurement of a particular variable. If a second measurement is then taken for the same group, the second mean will be closer to the population mean than the first measurement. This decrease (or increase) can be mistakenly attributed to a treatment effect; the conclusion can be drawn that an effect results from treatment when it in fact results from chance. Any intervention that is aimed at a group or characteristic that is very different from the average will appear to be successful because of RTM. It is therefore important that any genuine reductions because of the treatment are separated out from the effect of RTM. If the problem is ignored then this will lead to errors in the interpretation of results and, potentially, decisions made on the evidence of those results. This paper highlights the importance of the issue and its effects on many common clinical, public health and managerial decisions.
引用
收藏
页码:59 / 65
页数:7
相关论文
共 10 条
[1]   SOME EXAMPLES OF REGRESSION TOWARDS THE MEAN .7. [J].
BLAND, JM ;
ALTMAN, DG .
BRITISH MEDICAL JOURNAL, 1994, 309 (6957) :780-780
[2]   STATISTICS NOTES .2. REGRESSION TOWARDS THE MEAN [J].
BLAND, JM ;
ALTMAN, DG .
BRITISH MEDICAL JOURNAL, 1994, 308 (6942) :1499-1499
[3]  
CUMMINGS SR, 2002, JAMA-J AM MED ASSOC, V83, P1318
[4]  
FRIEDMAN M, 1992, J ECON LIT, V30, P2129
[5]  
Galton F., 1886, The Journal of the Anthropological Institute of Great Britain and Ireland, V15, P246, DOI [10.2307/2841583, DOI 10.2307/2841583]
[6]   Effect of vitamin D on bone mineral density of elderly patients with osteoporosis responding poorly to bisphosphonates [J].
Heckman, GA ;
Papaioannou, A ;
Sebaldt, RJ ;
Ioannidis, G ;
Petrie, A ;
Goldsmith, C ;
Adachi, JD .
BMC MUSCULOSKELETAL DISORDERS, 2002, 3 (1) :1-6
[7]   Is the placebo powerless?: An analysis of clinical trials comparing placebo with no treatment. [J].
Hróbjartsson, A ;
Gotzsche, PC .
NEW ENGLAND JOURNAL OF MEDICINE, 2001, 344 (21) :1594-1602
[8]  
JOHNSON S, 1734, OXFORD DICT QUOTATIO
[9]   Effect of regression to the mean on decision making in health care [J].
Morton, V ;
Torgerson, DJ .
BRITISH MEDICAL JOURNAL, 2003, 326 (7398) :1083-1084
[10]   PSYCHOLOGICAL AND SEXUAL SYMPTOMS ASSOCIATED WITH THE MENOPAUSE AND THE EFFECTS OF HORMONE REPLACEMENT THERAPY [J].
PEARCE, J ;
HAWTON, K ;
BLAKE, F .
BRITISH JOURNAL OF PSYCHIATRY, 1995, 167 :163-173