Mediation analysis allowing for exposure–mediator interactions and causal interpretation: Theoretical assumptions and implementation with SAS and SPSS macros.
Publication type: Journal Article
Publication date: 2013-06-01
scimago Q1
wos Q1
SJR: 4.925
CiteScore: 18.0
Impact factor: 7.8
ISSN: 1082989X, 19391463
DOI:
10.1037/a0031034
PubMed ID:
23379553
Psychology (miscellaneous)
Abstract
Mediation analysis is a useful and widely employed approach to studies in the field of psychology and in the social and biomedical sciences. The contributions of this article are several-fold. First we seek to bring the developments in mediation analysis for nonlinear models within the counterfactual framework to the psychology audience in an accessible format and compare the sorts of inferences about mediation that are possible in the presence of exposure-mediator interaction when using a counterfactual versus the standard statistical approach. Second, the work by VanderWeele and Vansteelandt (2009, 2010) is extended here to allow for dichotomous mediators and count outcomes. Third, we provide SAS and SPSS macros to implement all of these mediation analysis techniques automatically, and we compare the types of inferences about mediation that are allowed by a variety of software macros.
Found
Nothing found, try to update filter.
Found
Nothing found, try to update filter.
Top-30
Journals
|
5
10
15
20
25
30
35
40
|
|
|
American Journal of Epidemiology
38 publications, 2.2%
|
|
|
Environmental International
30 publications, 1.73%
|
|
|
Environmental Research
29 publications, 1.68%
|
|
|
International Journal of Epidemiology
25 publications, 1.45%
|
|
|
Epidemiology
23 publications, 1.33%
|
|
|
BMJ Open
22 publications, 1.27%
|
|
|
Statistics in Medicine
18 publications, 1.04%
|
|
|
PLoS ONE
17 publications, 0.98%
|
|
|
BMC Public Health
17 publications, 0.98%
|
|
|
Environmental Pollution
17 publications, 0.98%
|
|
|
Science of the Total Environment
17 publications, 0.98%
|
|
|
Annals of Epidemiology
16 publications, 0.92%
|
|
|
JAMA network open
16 publications, 0.92%
|
|
|
Environmental Health Perspectives
14 publications, 0.81%
|
|
|
Structural Equation Modeling
14 publications, 0.81%
|
|
|
Journal of Affective Disorders
13 publications, 0.75%
|
|
|
Social Science and Medicine
13 publications, 0.75%
|
|
|
Chemosphere
12 publications, 0.69%
|
|
|
International Journal of Environmental Research and Public Health
11 publications, 0.64%
|
|
|
Nutrients
11 publications, 0.64%
|
|
|
Contemporary Clinical Trials
11 publications, 0.64%
|
|
|
Journals of Gerontology - Series A Biological Sciences and Medical Sciences
11 publications, 0.64%
|
|
|
Journal of the American Heart Association
10 publications, 0.58%
|
|
|
European Journal of Epidemiology
10 publications, 0.58%
|
|
|
Ecotoxicology and Environmental Safety
10 publications, 0.58%
|
|
|
Psychological Methods
10 publications, 0.58%
|
|
|
Trials
9 publications, 0.52%
|
|
|
Journal of Hazardous Materials
9 publications, 0.52%
|
|
|
Journal of Nutrition
9 publications, 0.52%
|
|
|
5
10
15
20
25
30
35
40
|
Publishers
|
50
100
150
200
250
300
350
400
450
|
|
|
Elsevier
447 publications, 25.84%
|
|
|
Springer Nature
298 publications, 17.23%
|
|
|
Wiley
189 publications, 10.92%
|
|
|
Oxford University Press
133 publications, 7.69%
|
|
|
Taylor & Francis
85 publications, 4.91%
|
|
|
Ovid Technologies (Wolters Kluwer Health)
72 publications, 4.16%
|
|
|
SAGE
60 publications, 3.47%
|
|
|
Cambridge University Press
55 publications, 3.18%
|
|
|
BMJ
40 publications, 2.31%
|
|
|
Frontiers Media S.A.
37 publications, 2.14%
|
|
|
Cold Spring Harbor Laboratory
36 publications, 2.08%
|
|
|
MDPI
35 publications, 2.02%
|
|
|
American Medical Association (AMA)
25 publications, 1.45%
|
|
|
Public Library of Science (PLoS)
20 publications, 1.16%
|
|
|
American Psychological Association (APA)
20 publications, 1.16%
|
|
|
Environmental Health Perspectives
14 publications, 0.81%
|
|
|
JMIR Publications
13 publications, 0.75%
|
|
|
Mary Ann Liebert
10 publications, 0.58%
|
|
|
American Society for Nutrition
9 publications, 0.52%
|
|
|
The Endocrine Society
8 publications, 0.46%
|
|
|
Walter de Gruyter
8 publications, 0.46%
|
|
|
American Thoracic Society
7 publications, 0.4%
|
|
|
American Association for Cancer Research (AACR)
7 publications, 0.4%
|
|
|
Emerald
6 publications, 0.35%
|
|
|
American Chemical Society (ACS)
6 publications, 0.35%
|
|
|
Institute for Operations Research and the Management Sciences (INFORMS)
4 publications, 0.23%
|
|
|
Human Kinetics
3 publications, 0.17%
|
|
|
S. Karger AG
3 publications, 0.17%
|
|
|
Institute of Mathematical Statistics
3 publications, 0.17%
|
|
|
50
100
150
200
250
300
350
400
450
|
- We do not take into account publications without a DOI.
- Statistics recalculated weekly.
Are you a researcher?
Create a profile to get free access to personal recommendations for colleagues and new articles.
Metrics
1.7k
Total citations:
1732
Citations from 2024:
371
(21.44%)
Cite this
GOST |
RIS |
BibTex |
MLA
Cite this
GOST
Copy
Valeri L. et al. Mediation analysis allowing for exposure–mediator interactions and causal interpretation: Theoretical assumptions and implementation with SAS and SPSS macros. // Psychological Methods. 2013. Vol. 18. No. 2. pp. 137-150.
GOST all authors (up to 50)
Copy
Valeri L., VanderWeele T. J. Mediation analysis allowing for exposure–mediator interactions and causal interpretation: Theoretical assumptions and implementation with SAS and SPSS macros. // Psychological Methods. 2013. Vol. 18. No. 2. pp. 137-150.
Cite this
RIS
Copy
TY - JOUR
DO - 10.1037/a0031034
UR - http://doi.apa.org/getdoi.cfm?doi=10.1037/a0031034
TI - Mediation analysis allowing for exposure–mediator interactions and causal interpretation: Theoretical assumptions and implementation with SAS and SPSS macros.
T2 - Psychological Methods
AU - Valeri, Linda
AU - VanderWeele, Tyler J.
PY - 2013
DA - 2013/06/01
PB - American Psychological Association (APA)
SP - 137-150
IS - 2
VL - 18
PMID - 23379553
SN - 1082-989X
SN - 1939-1463
ER -
Cite this
BibTex (up to 50 authors)
Copy
@article{2013_Valeri,
author = {Linda Valeri and Tyler J. VanderWeele},
title = {Mediation analysis allowing for exposure–mediator interactions and causal interpretation: Theoretical assumptions and implementation with SAS and SPSS macros.},
journal = {Psychological Methods},
year = {2013},
volume = {18},
publisher = {American Psychological Association (APA)},
month = {jun},
url = {http://doi.apa.org/getdoi.cfm?doi=10.1037/a0031034},
number = {2},
pages = {137--150},
doi = {10.1037/a0031034}
}
Cite this
MLA
Copy
Valeri, Linda, et al. “Mediation analysis allowing for exposure–mediator interactions and causal interpretation: Theoretical assumptions and implementation with SAS and SPSS macros..” Psychological Methods, vol. 18, no. 2, Jun. 2013, pp. 137-150. http://doi.apa.org/getdoi.cfm?doi=10.1037/a0031034.