The DOI matches its Crossref record; 104 of the 104 references it cites were found in a registry or an index.
Mediation Analysis
Open accessAbstract
Abstract Mediating variables are prominent in psychological theory and research. A mediating variable transmits the effect of an independent variable on a dependent variable. Differences between mediating variables and confounders, moderators, and covariates are outlined. Statistical methods to assess mediation and modern comprehensive approaches are described. Future directions for mediation analysis are discussed.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“As noted in the previous section, extending a baseline model by adding further mediating factors provides an indirect way to study the role of different mechanisms in a mediation analysis (MacKinnon et al., 2007).”
From Improving the evidence base: A methodological review of the quantitative climate migration literature (2021) · cites this paper as MacKinnon et al., 2007
In the citing paper
“Likewise, a change in outcome may result from changes in unique sets of potential mediators for different people (MacKinnon et al., 2007).”
From Mediators during a Multimodal intervention for stress-induced exhaustion disorder (2024) · cites this paper as MacKinnon et al., 2007
In the citing paper
“The aim of the SM was to minimize credibility and expectancy effects, prevent regression to the mean, and avoid potential overestimation of effect sizes commonly observed in no-treatment/waitlist control groups [51].”
In the citing paper
“Mediation testing follows established rules [2, 17] and can be tested with a series of regression analyses.”
From What are the Implications of Excessive Internet Searches for Medical Information by Orthopaedic Patients? (2019) · cites this paper as [17]
In the citing paper
“Mediation analysis is commonly used in social psychology to improve understanding of the relationship between psychological variables and identify potential targets for interventions [17].”
From What are the Implications of Excessive Internet Searches for Medical Information by Orthopaedic Patients? (2019) · cites this paper as [17]
Citations
Cites
Baron, R. M., & Kenny, D. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.51.6.1173 · Cited by 91,532
(1975) · PhilPapers (PhilPapers Foundation) · Cited by 36,737
Multiple regression: testing and interpreting interactions
(1992) · Choice Reviews Online · doi:10.5860/choice.29-3352 · Cited by 36,647
SPSS and SAS procedures for estimating indirect effects in simple mediation models
Preacher, K. J., & Hayes, A. F. (2004) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03206553 · Cited by 17,383
Asymptotic Confidence Intervals for Indirect Effects in Structural Equation Models
Sobel, M. E. (1982) · Sociological Methodology · doi:10.2307/270723 · Cited by 12,810
Mediation in experimental and nonexperimental studies: New procedures and recommendations.
Shrout, P. E., & Bolger, N. (2002) · Psychological Methods · doi:10.1037/1082-989x.7.4.422 · Cited by 11,335
Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence
Singer, J. D., & Willett, J. B. (2003) · doi:10.1093/acprof:oso/9780195152968.001.0001 · Cited by 10,647
‘Small Changes' to Diet and Physical Activity Behaviors for Weight Management
Hills, A. P., Byrne, N. M., Lindstrom, R. C., & Hill, J. O. (2013) · Obesity Facts · doi:10.1159/000345030 · Cited by 9,526
Estimating causal effects of treatments in randomized and nonrandomized studies
Rubin, D. B. (1974) · Journal of Educational Psychology · doi:10.1037/h0037350 · Cited by 9,436
A comparison of methods to test mediation and other intervening variable effects
MacKinnon, D. P., Lockwood, C. M., Hoffman, J. M., West, S. G., & Sheets, V. (2002) · Psychological Methods · doi:10.1037/1082-989x.7.1.83 · Cited by 9,406
Self-citation
Research works printed but not linked: 18
- Arbuckle JL, 1997, AMOS User's Guide: Version 3.6.
- Bentler PM, 1997, EQS for Windows (Version 5.6) [computer program]
- Davis JA, 1985, The Logic of Causal Order. Sage University Paper Series on Quantitative Applications in the Social Sciences, Series No. 07–055.
- Dwyer JH. 1992. Differential equation models for longitudinal data. In Statistical Models for Longitudinal Studies of Health , ed.JH Dwyer, M Feinleib, P Lippert, H Hoffmeister, pp.71–98. New York: Oxford Univ. Press
- Hebb GO, 1966, A Textbook of Psychology.
- 10.1016/s0149-2063(99)80077-4 · DOI
- 10.1037/0022-006x.65.4.599 · DOI
- Jöreskog KG, 1993, LISREL (Version 8.12) [computer program]
- Kenny DA, 1998, The Handbook of Social Psychology, Volume 1, 233
- Lockwood CM, 1998, Proceedings of the Twenty-Third Annual SAS Users Group International Conference, 997
- MacKinnon DP, 2000, Multivariate Applications in Substance Use Research: New Methods for New Questions, 141
- McArdle JJ, 2001, Structural Equation Modeling: Present and Future. A Festschrift in Honor of Karl Jöreskog, 341
- McArdle JJ, 2003, Comprehensive Handbook of Psychology, Vol. II: Research Methods in Psychology, 447
- Merrill R, 1994, Treatment effect evaluation in nonadditive mediation models.
- Morgan-Lopez AA, 2001, A mediated moderation model simulation: mediational processes that vary as a function of second predictors.
- Muthén LK, 1998, Mplus: The Comprehensive Modeling Program for Applied Researchers. User's Guide.
- 10.1037/0022-006x.68.2.296 · DOI
- Taborga MP, 1999, A simulation study of effect size measures in mediation models.
Cited by
Sorted by citations
Items 1,001–1,084 of 1,084
Yang, H.-N., Tai, Y.-M., Yang, L.-K., & Gau, S. S.-F. (2013) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2013.06.011 · Cited by 67
Nielsen, M. S., Ritz, C., Wewer Albrechtsen, N. J., Holst, J. J., le Roux, C. W., & Sjödin, A. (2020) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgaa061 · Cited by 65
Gumley, A. I., Schwannauer, M., Macbeth, A., Fisher, R., Clark, S., Rattrie, L., Fraser, G., McCabe, R., Blair, A., Davidson, K., et al. (2014) · British Journal of Psychiatry · doi:10.1192/bjp.bp.113.126722 · Cited by 63
The sustainable start‐up paradox: Predicting the business and climate performance of start‐ups
Leendertse, J., van Rijnsoever, F. J., & Eveleens, C. P. (2021) · Business Strategy and the Environment · doi:10.1002/bse.2667 · Cited by 64
PTSD's relation with problematic smartphone use: Mediating role of impulsivity
Contractor, A. A., Weiss, N. H., Tull, M. T., & Elhai, J. D. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.05.018 · Cited by 63
Terides, M. D., Dear, B. F., Fogliati, V. J., Gandy, M., Karin, E., Jones, M. P., & Titov, N. (2018) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2017.1347195 · Cited by 55
Goldstone, A., Willoughby, A. R., de Zambotti, M., Franzen, P. L., Kwon, D., Pohl, K. M., Pfefferbaum, A., Sullivan, E. V., Müller-Oehring, E. M., Prouty, D. E., et al. (2018) · Brain Structure and Function · doi:10.1007/s00429-017-1509-9 · Cited by 63
Bomyea, J., Stein, M. B., & Lang, A. J. (2015) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2015.05.010 · Cited by 61
Patterns and predictors of late-life drinking trajectories: A 10-year longitudinal study
Brennan, P. L., Schutte, K. K., & Moos, R. H. (2010) · Psychology of Addictive Behaviors · doi:10.1037/a0018592 · Cited by 61
Holroyd, K. A., Labus, J. S., & Carlson, B. (2009) · Pain · doi:10.1016/j.pain.2009.02.019 · Cited by 61
Insomnia in paediatric chronic pain and its impact on depression and functional disability
Kanstrup, M., Holmström, L., Ringström, R., & Wicksell, R. K. (2014) · European Journal of Pain · doi:10.1002/j.1532-2149.2013.00450.x · Cited by 59
Boelen, P. A., & Klugkist, I. (2011) · Anxiety, Stress, & Coping · doi:10.1080/10615806.2010.527335 · Cited by 58
Yaroslavsky, I., Bylsma, L. M., Rottenberg, J., & Kovacs, M. (2013) · Biological Psychology · doi:10.1016/j.biopsycho.2013.06.008 · Cited by 56
Martínez-Vispo, C., Rodríguez-Cano, R., López-Durán, A., Senra, C., Fernández del Río, E., & Becoña, E. (2019) · PLoS ONE · doi:10.1371/journal.pone.0214252 · Cited by 56
Accuracy of estimates and statistical power for testing meditation in latent growth curve modeling
Cheong, J. (2011) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1080/10705511.2011.557334 · Cited by 55
Esser, P., Mehnert, A., Johansen, C., Hornemann, B., Dietz, A., & Ernst, J. (2018) · Psycho-Oncology · doi:10.1002/pon.4494 · Cited by 53
Anselmi, L., Binyaruka, P., & Borghi, J. (2017) · Implementation Science · doi:10.1186/s13012-016-0540-1 · Cited by 53
Moreno-Peral, P., Bellón, J. Á., Huibers, M. J. H., Mestre, J. M., García-López, L. J., Taubner, S., Rodríguez-Morejón, A., Bolinski, F., Sales, C. M. D., & Conejo-Cerón, S. (2020) · Clinical Psychology Review · doi:10.1016/j.cpr.2020.101813 · Cited by 51
Bonnert, M., Olén, O., Bjureberg, J., Lalouni, M., Hedman-Lagerlöf, E., Serlachius, E., & Ljótsson, B. (2018) · Behaviour Research and Therapy · doi:10.1016/j.brat.2018.03.006 · Cited by 53
Vilardaga, R., Estévez, A., Levin, M. E., & Hayes, S. C. (2012) · The Psychological Record · doi:10.1007/bf03395811 · Cited by 53
Seppälä, T., Lipponen, J., Pirttila-Backman, A.-M., & Lipsanen, J. (2011) · European Journal of Work and Organizational Psychology · doi:10.1080/1359432x.2010.507353 · Cited by 52
Fernández-Alvira, J. M., te Velde, S. J., De Bourdeaudhuij, I., Bere, E., Manios, Y., Kovacs, E., Jan, N., Brug, J., & Moreno, L. A. (2013) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-10-80 · Cited by 51
The role of psychological flexibility in the demands–exhaustion–performance relationship
Onwezen, M. C., van Veldhoven, M. J. P. M., & Biron, M. (2014) · European Journal of Work and Organizational Psychology · doi:10.1080/1359432x.2012.742242 · Cited by 49
Aytur, S. A., Ray, K. L., Meier, S. K., Campbell, J., Gendron, B., Waller, N., & Robin, D. A. (2020) · doi:10.1101/2020.08.10.20144063 · Cited by 49
Taylor, C. T., Pearlstein, S. L., & Stein, M. B. (2017) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2017.03.007 · Cited by 47
Microalgae-based food: purchase intentions and willingness to pay
Maehle, N., & Skjeret, F. (2022) · Future Foods · doi:10.1016/j.fufo.2022.100205 · Cited by 46
Blackburn, J., Fischerauer, S. F., Talaei-Khoei, M., Chen, N. C., Oh, L. S., & Vranceanu, A.-M. (2019) · Clinical Orthopaedics & Related Research · doi:10.1097/corr.0000000000000888 · Cited by 42
Domhardt, M., Engler, S., Nowak, H., Lutsch, A., Baumel, A., & Baumeister, H. (2021) · Journal of Medical Internet Research · doi:10.2196/29742 · Cited by 41
Momentary interpersonal processes of suicidal surges in borderline personality disorder
Kaurin, A., Dombrovski, A. Y., Hallquist, M. N., & Wright, A. G. C. (2022) · Psychological Medicine · doi:10.1017/s0033291720004791 · Cited by 44
Mediators of a successful web‐based smokeless tobacco cessation program
Danaher, B. G., Smolkowski, K., Seeley, J. R., & Severson, H. H. (2008) · Addiction · doi:10.1111/j.1360-0443.2008.02295.x · Cited by 45
de Wit, J. B. F., Stok, F. M., Smolenski, D. J., de Ridder, D. D. T., de Vet, E., Gaspar, T., Johnson, F., Nureeva, L., & Luszczynska, A. (2015) · Applied Psychology: Health and Well-Being · doi:10.1111/aphw.12034 · Cited by 42
Lei, M.-K., Beach, S. R. H., & Simons, R. L. (2018) · Development and Psychopathology · doi:10.1017/s0954579418000937 · Cited by 44
The effects of a hatha yoga intervention on facets of distress tolerance
Medina, J., Hopkins, L., Powers, M., Baird, S. O., & Smits, J. (2015) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2015.1028433 · Cited by 44
Hox, J. J., Moerbeek, M., Kluytmans, A., & van de Schoot, R. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00078 · Cited by 43
Broms, U., Pennanen, M., & Patja (2012) · Journal of Addiction Research & Therapy · doi:10.4172/2155-6105.s2-002 · Cited by 41
Johannsen, M., O’Connor, M., O’Toole, M. S., Jensen, A. B., & Zachariae, R. (2018) · The Clinical Journal of Pain · doi:10.1097/ajp.0000000000000510 · Cited by 41
Attachment and severity of grief: The mediating role of negative appraisal and inflexible coping
Delespaux, E., Ryckebosch-Dayez, A.-S., Heeren, A., & Zech, E. (2013) · OMEGA - Journal of Death and Dying · doi:10.2190/om.67.3.b · Cited by 40
Kemani, M. K., Hesser, H., Olsson, G. L., Lekander, M., & Wicksell, R. K. (2016) · European Journal of Pain · doi:10.1002/ejp.754 · Cited by 39
Affective Reactivity Mediates an Inverse Relation Between Mindfulness and Anxiety
Ostafin, B. D., Brooks, J. J., & Laitem, M. (2014) · Mindfulness · doi:10.1007/s12671-013-0206-x · Cited by 38
Oosterman, M., Schuengel, C., Forrer, M. L., & De Moor, M. H. M. (2019) · Development and Psychopathology · doi:10.1017/s0954579418001591 · Cited by 38
McNamara, J. P. H., Reid, A. M., Balkhi, A. M., Bussing, R., Storch, E. A., Murphy, T. K., Graziano, P. A., Guzick, A. G., & Geffken, G. R. (2014) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-014-9408-3 · Cited by 38
Hedman-Lagerlöf, M., Andersson, E., Hedman-Lagerlöf, E., Wicksell, R. K., Flink, I., & Ljótsson, B. (2019) · Behaviour Research and Therapy · doi:10.1016/j.brat.2019.103478 · Cited by 36
Taubner, S., Ioannou, Y., Saliba, A., Sales, C. M. D., Volkert, J., Protić, S., Adler, A., Barkauskiene, R., Conejo-Cerón, S., Di Giacomo, D., et al. (2024) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-023-02186-9 · Cited by 36
Cashin, A. G., Lee, H., Lamb, S. E., Hopewell, S., Mansell, G., Williams, C. M., Kamper, S. J., Henschke, N., & McAuley, J. H. (2019) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2019.03.005 · Cited by 36
Too imperfect to fall asleep: perfectionism, pre-sleep counterfactual processing, and insomnia
Schmidt, R. E., Courvoisier, D. S., Cullati, S., Kraehenmann, R., & Linden, M. V. D. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.01288 · Cited by 35
Mediators of transdiagnostic group cognitive behavior therapy
Talkovsky, A. M., & Norton, P. J. (2014) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2014.09.017 · Cited by 35
Mechanisms of the acceptance and commitment therapy: A meta-analytic structural equation model
REN, Z., ZHAO, C., BIAN, C., ZHU, W., JIANG, G., & ZHU, Z. (2019) · Acta Psychologica Sinica · doi:10.3724/sp.j.1041.2019.00662 · Cited by 36
When Mom has a Mental Illness: Role Reversal and Psychosocial Adjustment Among Emerging Adults
Abraham, K. M., & Stein, C. H. (2013) · Journal of Clinical Psychology · doi:10.1002/jclp.21950 · Cited by 35
Relationships among sleep timing, sleep duration and glycemic control in type 2 diabetes in Thailand
Reutrakul, S., Siwasaranond, N., Nimitphong, H., Saetung, S., Chirakalwasan, N., Ongphiphadhanakul, B., Thakkinstian, A., Hood, M. M., & Crowley, S. J. (2015) · Chronobiology International · doi:10.3109/07420528.2015.1105812 · Cited by 35
Brockmeyer, T., Holtforth, M. G., Krieger, T., Altenstein, D., Doerig, N., Zimmermann, J., Backenstrass, M., Friederich, H., & Bents, H. (2015) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.1885 · Cited by 35
Appleton, A. A., Buka, S. L., McCormick, M. C., Koenen, K. C., Loucks, E. B., & Kubzansky, L. D. (2012) · Health Psychology · doi:10.1037/a0027300 · Cited by 35
Badr, H., & Milbury, K. (2011) · Pain · doi:10.1016/j.pain.2011.08.002 · Cited by 34
Holmberg, J., Kemani, M. K., Holmström, L., Öst, L.-G., & Wicksell, R. K. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.603986 · Cited by 34
Åkerblom, S., Perrin, S., Rivano Fischer, M., & McCracken, L. M. (2018) · The Clinical Journal of Pain · doi:10.1097/ajp.0000000000000561 · Cited by 33
Jim, H. S. L., Small, B. J., Minton, S., Andrykowski, M., & Jacobsen, P. B. (2012) · Annals of Behavioral Medicine · doi:10.1007/s12160-011-9333-6 · Cited by 32
“For SF-36 subscales in which the group by time interaction was significant (i.e., p 0.01), hierarchical linear regression analyses were performed in accordance with procedures set forth by Baron and Kenny [24] and MacKinnon [25] to examine whether change in depressive symptomatology over time mediated of the effects o…”
MethodInfluentialSchmidt, S. J., & Schimmelmann, B. G. (2015) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-015-0698-0 · Cited by 33
Mediators of Change in Cognitive Behavior Therapy for Clinical Burnout
Santoft, F., Salomonsson, S., Hesser, H., Lindsäter, E., Ljótsson, B., Lekander, M., Kecklund, G., Öst, L.-G., & Hedman-Lagerlöf, E. (2019) · Behavior Therapy · doi:10.1016/j.beth.2018.08.005 · Cited by 31
Correa-Fernández, V., Ji, L., Castro, Y., Heppner, W. L., Vidrine, J. I., Costello, T. J., Mullen, P. D., Cofta-Woerpel, L., Velasquez, M. M., Greisinger, A., et al. (2012) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0027532 · Cited by 31
Temporary employment and voice behavior: the role of self‐efficacy and political savvy
Qian, X., Li, Q., Song, Y., & Wang, J. (2020) · Asia Pacific Journal of Human Resources · doi:10.1111/1744-7941.12232 · Cited by 31
Little, K., Olsson, C. A., Whittle, S., Youssef, G. J., Byrne, M. L., Simmons, J. G., Yücel, M., Foley, D. L., & Allen, N. B. (2014) · Translational Psychiatry · doi:10.1038/tp.2014.85 · Cited by 29
Shan, R., Duan, W., Liu, L., Qi, J., Gao, J., Zhang, Y., Du, S., Han, T., Pang, X., Sun, C., et al. (2018) · Nutrients · doi:10.3390/nu10010077 · Cited by 26
Extendable and explainable deep learning for pan-cancer radiogenomics research
Liu, Q., & Hu, P. (2022) · Current Opinion in Chemical Biology · doi:10.1016/j.cbpa.2021.102111 · Cited by 27
McArthur, B. A., Browne, D., Racine, N., Tough, S., & Madigan, S. (2022) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-021-00895-w · Cited by 26
Nostalgia relieves the disillusioned mind
Maher, P. J., Igou, E. R., & van Tilburg, W. A. P. (2021) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2020.104061 · Cited by 26
Munzel, A. (2015) · Recherche et Applications en Marketing (English Edition) · doi:10.1177/2051570715604155 · Cited by 24
Egede, L. E., Strom, J. L., Fernandes, J., Knapp, R. G., & Rojugbokan, A. (2011) · Trials · doi:10.1186/1745-6215-12-231 · Cited by 24
Executive functions, personality traits and ADHD symptoms in adolescents: a mediation analysis
Krieger, V., Amador-Campos, J. A., & Guàrdia-Olmos, J. (2020) · PLoS ONE · doi:10.1371/journal.pone.0232470 · Cited by 23
Räsänen, P., Muotka, J., & Lappalainen, R. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100343 · Cited by 23
“Mediation is tested by determining whether the CI contains zero (Fritz and MacKinnon, 2007).”
BackgroundTesting a behavioral intervention to improve adherence to adjuvant endocrine therapy (AET)
Shelby, R. A., Dorfman, C. S., Bosworth, H. B., Keefe, F., Sutton, L., Owen, L., Corsino, L., Erkanli, A., Reed, S. D., Arthur, S. S., et al. (2019) · Contemporary Clinical Trials · doi:10.1016/j.cct.2018.11.010 · Cited by 18
Fritz, J., Stretton, J., Askelund, A. D., Schweizer, S., Walsh, N. D., Elzinga, B. M., Goodyer, I. M., Wilkinson, P. O., & van Harmelen, A.-L. (2020) · Development and Psychopathology · doi:10.1017/s0954579419000178 · Cited by 18
Norberg, M. M., Kwok, C., Crone, C., David, J., Kakar, V., & Grisham, J. R. (2020) · Journal of Obsessive-Compulsive and Related Disorders · doi:10.1016/j.jocrd.2020.100571 · Cited by 18
Monsoon, A. D., Preece, D. A., & Becerra, R. (2022) · Australian Psychologist · doi:10.1080/00050067.2022.2089542 · Cited by 17
Heleniak, C., Bolden, C. R., McCabe, C. J., Lambert, H. K., Rosen, M. L., King, K. M., Monahan, K. C., & McLaughlin, K. A. (2021) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-021-00805-0 · Cited by 16
Hoarding symptoms and workplace impairment
Mathes, B. M., Henry, A., Schmidt, N. B., & Norberg, M. M. (2019) · British Journal of Clinical Psychology · doi:10.1111/bjc.12212 · Cited by 15
Mechanisms of change in an Internet-Based ACT study for depression in China
Zhao, C., Ren, Z., Jiang, G., & Zhang, L. (2022) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2022.03.004 · Cited by 14
Ciriegio, A. E., Watson, K. H., Pfalzer, A. C., Hale, L., Huitz, E., Moroz, S., Roth, M. C., Snow, A. L. B., Jones, M. T., Guthrie, C. S., et al. (2022) · Neuropsychology · doi:10.1037/neu0000793 · Cited by 14
Maru, M., Paris, R., & Simhi, M. (2023) · Infant Mental Health Journal · doi:10.1002/imhj.22053 · Cited by 16
Godfrey, D. A., Zegel, M., Babcock, J. C., & Vujanovic, A. A. (2022) · Journal of Aggression, Maltreatment & Trauma · doi:10.1080/10926771.2022.2043973 · Cited by 9
Stalls, J. M., Bovbjerg, D. H., Somers, T. J., Plumb Vilardaga, J. C., Kimmick, G. G., McAuliffe, P. F., Keefe, F. J., Posluszny, D. M., Sullivan, M. J. L., Erkanli, A., et al. (2022) · Contemporary Clinical Trials · doi:10.1016/j.cct.2022.106934 · Cited by 4
Godbout, N., Martel, N. W., Gewirtz-Meydan, A., Girard, M., & Hébert, M. (2024) · The Journal of Sexual Medicine · doi:10.1093/jsxmed/qdae095 · Cited by 4
Mediators during a Multimodal intervention for stress-induced exhaustion disorder
van de Leur, J. C., Johansson, F., McCracken, L. M., Åhs, F., Brodda Jansen, G., & Buhrman, M. (2024) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2023.2295217 · Cited by 5
“Likewise, a change in outcome may result from changes in unique sets of potential mediators for different people (MacKinnon et al., 2007).”
BackgroundZainal, N. H., & Newman, M. G. (2024) · European Psychiatry · doi:10.1192/j.eurpsy.2024.1750 · Cited by 3
“Traditional mediation models (e.g. [58]) presuppose that unmeasured factors do not affect the mediator-outcome associations, an assumption known as “ sequential ignorability ” [59].”
BackgroundCao, Q., Du, X., Ruiz, F. J., sierra, M. A., Yu, X., & Ren, Z. (2025) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2025.09.006 · Cited by 2
Adewuya, A. O., Njokanma, F., & Wright, K. O. (2026) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-026-03157-6
Metadata
- Authors
- MacKinnon, D. P., Fairchild, A. J., & Fritz, M. S.
- Affiliations
- Arizona State University (US)
- Venue
- Annual Review of Psychology
- Publisher
- Annual Reviews
- Published
- 2007-01-01
- Volume
- 58
- Issue
- 1
- Pages
- 593-614
- ISSN
- 0066-4308 (ISSN-L)
- 1545-2085
- PMC
- PMC2819368
- OpenAlex
- W4212838134
- Cited by
- 5,688
- References
- 102
- Citations by year
- 2026: 375 · 2025: 394 · 2024: 367 · 2023: 408 · 2022: 434 · 2021: 438 · 2020: 457 · 2019: 372 · 2018: 329 · 2017: 309 · 2016: 287 · 2015: 285 · 2014: 268 · 2013: 256 · 2012: 210
- FWCI
- 9.73
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Annual Review of Psychology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Scholar Commons (University of South Carolina) (submittedVersion)
- Funders
- National Institute on Drug Abuse (DA 09757, R01DA009757, R37DA009757)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Bayesian Inference
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Keywords
- mediation analysis, mediators, confounders, moderators, covariates, causal inference
- MeSH terms
- Analysis of Variance, Humans, Longitudinal Studies, Mathematical Computing, Models, Psychological, Psychological Theory, Models, Statistical, Causality, Effect Modifier, Epidemiologic, Treatment Outcome, Biomedical Research
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review