Much Ado About Next to Nothing: Incorporating Nondetects in Science

被引:163
作者
Helsel, Dennis [1 ]
机构
[1] Pract Stats, Highlands Ranch, CO 80126 USA
关键词
censored data; detection limit; nondetects; risk assessment; statistics; WATER-QUALITY DATA; DISTRIBUTIONAL PARAMETERS; CENSORED SAMPLES; DETECTION LIMIT; STATISTICS; IMPUTATION; LESS;
D O I
10.1093/annhyg/mep092
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
A great many papers and one textbook have been published on the topic of how to incorporate 'nondetects', low-level values reported only as below a detection limit, into statistical analyses. This is of interest not only in occupational hygiene but also in environmental sciences and astronomy, among other fields. Here, the literature is reviewed from the earliest known publication on the topic > 40 years ago and recommendations contrasted. I have tried to pull some unifying conclusions out of the mix, ending with four suggestions I believe all can agree on. See if you agree with me.
引用
收藏
页码:257 / 262
页数:6
相关论文
共 18 条
[1]   Evaluation of statistical treatments of left-censored environmental data using coincident uncensored data sets: I. Summary statistics [J].
Antweiler, Ronald C. ;
Taylor, Howard E. .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2008, 42 (10) :3732-3738
[4]   STATISTICAL-METHODS FOR ASTRONOMICAL DATA WITH UPPER LIMITS .1. UNIVARIATE DISTRIBUTIONS [J].
FEIGELSON, ED ;
NELSON, PI .
ASTROPHYSICAL JOURNAL, 1985, 293 (01) :192-206
[5]   Asbestos fibre concentrations in the lungs of brake workers: Another look [J].
Finkelstein, Murray M. .
ANNALS OF OCCUPATIONAL HYGIENE, 2008, 52 (06) :455-461
[6]   Analysis of censored exposure data by constrained maximization of the Shapiro-Wilk W statistic [J].
Flynn, Michael R. .
ANNALS OF OCCUPATIONAL HYGIENE, 2010, 54 (03) :263-271
[7]   ESTIMATION OF DISTRIBUTIONAL PARAMETERS FOR CENSORED TRACE LEVEL WATER-QUALITY DATA .1. ESTIMATION TECHNIQUES [J].
GILLIOM, RJ ;
HELSEL, DR .
WATER RESOURCES RESEARCH, 1986, 22 (02) :135-146
[8]  
Helsel D. R, 2005, Nondetects and Data Analysis. Statistics for Censored Environmental Data
[9]   ESTIMATION OF DESCRIPTIVE STATISTICS FOR MULTIPLY CENSORED WATER-QUALITY DATA [J].
HELSEL, DR ;
COHN, TA .
WATER RESOURCES RESEARCH, 1988, 24 (12) :1997-2004
[10]   LESS THAN OBVIOUS - STATISTICAL TREATMENT OF DATA BELOW THE DETECTION LIMIT [J].
HELSEL, DR .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 1990, 24 (12) :1766-1774