Abstract
This study assessed the Moral Injury Symptoms Scale – Military Version – Short Form’s (MISS-M-SF) factor structure and construct validity. Participants included 3650 combat-deployed U.S. veterans who answered all 10 MISS-M-SF items from the sixth wave of The Veterans Metric Initiative (TVMI). EFA results suggested a two-factor solution, based on item wording, fit best. CFA results indicated a bifactor model (one general factor and two method factors, based on item wording) fit best. Further investigation revealed that a one-factor model could be used despite the data’s multidimensionality. Item-level analyses revealed four items represented the general factor exceptionally well, potentially simplifying assessment in research and clinical applications. Construct validity was also demonstrated through moderate to high correlations with conceptually related measures.
Similar content being viewed by others
Data Availability
All data have been made publicly available at the Inter-University Consortium for Political and Social Research and can be accessed at https://www.icpsr.umich.edu/web/ICPSR/studies/38051/summary. This study was not preregistered.
Notes
All analyses were also performed using unweighted and weighted data. Similar results leading to the same statistical conclusions were found in both; thus, only results using the weighted data are presented.
RMSEA tends to over-reject models with small degrees of freedom (Kenny et al., 2015).
References
Atuel, H., Chesnut, R., Richardson, C., Perkins, D. F., & Castro, C. A. (2020). Exploring moral injury: Theory, measurement, and applications. Military Behavioral Health. https://doi.org/10.1080/21635781.2020.1753604
Carey, L. B., & Hodgson, T. J. (2018). Chaplaincy, spiritual care and moral injury: Considerations regarding screening and treatment. Frontiers in Psychiatry, 9, 1–10. https://doi.org/10.3389/fpsyt.2018.00619
Currier, J. M., Farnsworth, J. K., Drescher, K. D., McDermott, R. C., Sims, B. M., & Albright, D. L. (2017). Development and evalaution of the expressions of moral inury scale - military version. Clinical Psychology and Psychotherapy, 25, 474–488. https://doi.org/10.1002/cpp.2170
Currier, J. M., Holland, J. M., Drescher, K., & Foy, D. (2015). Initial psychometric evaluation of the moral injury questionnaire-military version. Clinical Psychology and Psychotherapy, 22(1), 54–63. https://doi.org/10.1002/cpp.1866
Currier, J. M., Isaak, S. L., & McDermott, R. C. (2020). Validation of the expressions of moral injury scale – military verstion – short form. Clinical Psychology and Psychotherapy, 27, 61–68. https://doi.org/10.1002/cpp.2407
Dueber, D. M. (2017). Bifactor indices calculator: A Microsoft Excel-based tool to calculate various indices relevant to bifactor CFA models. http://sites.education.uky.edu/apslab/resources/.
Fabrigar, L. R., Wegener, D. T., MacCallum, R. C., & Strahan, E. J. (1999). Evaluating the use of exploratory factor analysis in psychological research. Journal of Autism and Developmental Disorders, 4(3), 272–299. https://doi.org/10.1007/s10803-009-0816-2
Field, A., Miles, J., & Field, Z. (2012). Discovering statistics using R. Sage.
Hodgson, T., & Carey, L. (2017). Moral injury and definitional clarity: Betrayal, spirituality and the role of chaplains. Journal of Religion and Health, 56, 1212–1228. https://doi.org/10.1007/s10943-017-0407-z
Hodgson, T. J., & Carey, L. B. (2019). Moral injury within the RAAF and the role of chaplains: Exploratory findings. Australasian Military Medical Association Conference Papers, Journal of Military and Veterans Health, 27, 58.
Horn, J. L. (1965). A rationale and test for the number of factors in factor analysis. Psychometrika, 30, 179–185. https://doi.org/10.1007/BF02289447
Hu, L. T., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6(1), 1–55. https://doi.org/10.1080/10705519909540118
Johnson, D. R., & Elliott, L. A. (1998). Sampling design effects: Do they affect the analyses of data from the National Survey of Families and Households? Journal of Marriage and Family, 60, 993–1001. https://doi.org/10.2307/353640
Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20, 141–151. https://doi.org/10.1177/001316446002000116
Kenny, D. A., Kaniskan, B., & McCoach, D. B. (2015). The performance of RMSEA in models with small degrees of freedom. Sociological Methods and Research, 44, 486–507. https://doi.org/10.1177/0049124114543236
King, L. A., King, D. W., Knight, J., & Samper, R. E. (2006). Deployment Risk and Resilience Inventory : A collection of measures for studying deployment-related experiences of military personnel and veterans. Military Psychology, 18(2), 89–120. https://doi.org/10.1207/s15327876mp1802_1
Koenig, H. G., & Al Zaben, F. (2021). Psychometric validation and translation of religious and spiritual measures. Journal of Religion and Health, 60, 3467–3483. https://doi.org/10.1007/s10943-021-01373-9
Koenig, H. G., Ames, D., Youssef, N. A., Oliver, J. P., Volk, F., Teng, E. J., Haynes, K., Erickson, Z. D., Arnold, I., O’Garo, K., & Pearce, M. (2018a). Screening for moral injury: The Moral Injury Symptom Scale – Military Version Short Form. Military Medicine. https://doi.org/10.1093/milmed/usy017
Koenig, H. G., Ames, D., Youssef, N. A., Oliver, J. P., Volk, F., Teng, E. J., Haynes, K., Erickson, Z. D., Arnold, I., O’Garo, K., & Pearce, M. (2018b). The Moral Injury Symptom Scale-Military Version. Journal of Religion and Health, 57(1), 249–265. https://doi.org/10.1007/s10943-017-0531-9
Kroenke, K., Spitzer, R. L., Williams, J. B. W., & Lowe, B. (2009). An ultra-brief screening scale for anxiety and depression: The PHQ-4. Psychosomatics, 50, 613–621. https://doi.org/10.1016/S0033-3182(09)70864-3
Litz, B., Plouffe, R. A., Nazarov, A., Murphy, D., Phelps, A., Coady, A., Houle, S. A., Dell, L., Frankfurt, S., Zerach, G., & Levy-Belz, Y. (2022). Defining and assessing the syndrome of moral injury: Initial findings of the moral injury outcome scale consortium. Frontiers in Psychiatry. https://doi.org/10.3389/fpsyt.2022.923928
Litz, B. T., Stein, N., Delaney, E., Lebowtiz, L., Nash, W. P., Silva, C., & Maguen, S. (2009). Moral injury and moral repair in war veterans: A preliminary model and intervention strategy. Clinical Psychology Review, 29(8), 695–706. https://doi.org/10.1016/j.cpr.2009.07.003
Mantri, S., Lawson, J. M., Wang, Z. Z., & Koenig, H. G. (2020). Identifying moral injury in healthcare professionals: The moral injury symptom scale-HP. Journal of Religion and Health. https://doi.org/10.1007/s10943-020-01065-w
Marsh, H. W., Scalas, L. F., & Nagengast, B. (2010). Longitudinal tests of competing factor structures for the Rosenberg Self-Esteem Scale: Traits, ephemeral artifacts, and stable response styles. Psychological Assessment, 22(2), 366–381. https://doi.org/10.1037/a0019225
McDonald, R. P. (1999). Test theory: A unified treatment. Erlbaum.
Muthen, B., Kaplan, D., & Hollis, M. (1987). On structural equation modeling with data that are not missing completely at random. Psychometrika, 52(3), 431–462.
Nash, W. P., Marino Carper, T. L., Mills, M. A., Au, T., Goldsmith, A., & Litz, B. T. (2013). Psychometric evaluation of the Moral Injury Events Scale. Military Medicine, 178(June), 646–653. https://doi.org/10.7205/MILMED-D-I3-00017
National Academies of Sciences, Engineering, and Medicine. (2018). Evaluation of the Department of Veterans Affairs mental health services. Washington, DC: The National Academies Press. https://doi.org/10.17226/24915
Nieuwsma, J. A., Brancu, M., Wortmann, J., Smigelsky, M. A., King, H. A., VISN 6 MIRECC Workgroup, & Meador, K. G. (2021). Screening for moral injury and comparatively evaluating moral injury measures in relation to mental illness symptomatology and diagnosis. Clinical Psychology and Psychotherapy, 28(1), 239-250. https://doi.org/10.1002/cpp.2503
Price, M., Szafranski, D. D., Van Stolk-Cooke, K., & Gros, D. F. (2016). Investigation of abbreviated 4 and 8 item versions of the PTSD Checklist 5. Psychiatry Research, 239, 124–130. https://doi.org/10.1016/j.psychres.2016.03.014
Raiche, G., Roipel, M., & Blais, J. G. (2006). Non graphical solutions for the Catell's screen test. Paper presented at the International Annual Meeting of the Psychometric Society, Montreal, Quebec, Canada.
Reise, S. P., Bonifay, W. E., & Haviland, M. G. (2013). Scoring and modeling psychological measures in the presence of multidimensionality. Journal of Personality Assessment, 95(2), 129–140. https://doi.org/10.1080/00223891.2012.725437
Reise, S. P., Scheines, R., Widaman, K. F., & Haviland, M. G. (2013). Multidimensionality and structural coefficient bias in structural equation modeling: A bifactor perspective. Educational and Psychological Measurement, 73(1), 5–26. https://doi.org/10.1177/0013164412449831
Revelle, W. (2020). Psych: Procedures for psychological, psychometric, and personality research. https://CRAN.R-project.org/package=psych.
Richardson, C. B., Chesnut, R. P., Morgan, N. R., Bleser, J. A., Perkins, D. F., Vogt, D., & Finley, E. (2020). Examining the factor structure of the Moral Injury Events Scale in a veteran sample. Military Medicine, 185(1–2), E75–E83. https://doi.org/10.1093/milmed/usz129
Rodriguez, A., Reise, S. P., & Haviland, M. G. (2016). Evaluating bifactor models: Calculating and interpreting statistical indices. Psychological Methods, 21(2), 137–150. https://doi.org/10.1037/met0000045
Rosseel, Y. (2012). Lavaan: An R package for structural equation modeling. Journal of Statistical Software. https://doi.org/10.18637/jss.v048.i02
Ruscio, J., & Roche, B. (2012). Determining the number of factors to retain in an exploratory factor analysis using comparison data of a known factorial structure. Psychological Assessment, 24(2), 282–292.
Shay, J. (1994). Achilles in Vietnam: Combat trauma and the undoing of character. Scribner.
Steinmetz, S. E., Gray, M. J., & Clapp, J. D. (2019). Development and evaluation of the perpetration-induced distress scale for measuring shame and guilt in civilian populations. Journal of Traumatic Stress, 32(3), 437–447. https://doi.org/10.1002/jts.22377
Stucky, B. D., Edelen, M. O., Vaughan, C. A., Tucker, J. S., & Butler, J. (2014). The psychometric development and initial validation of the DCI-A short form for adolescent therapeutic community treatment process. Journal of Substance Abuse Treatment, 46(4), 516–521. https://doi.org/10.1016/j.jsat.2013.12.005
Vogt, D., Perkins, D. F., Copeland, L. A., Finley, E. P., Jamieson, C. S., Booth, B., & Gilman, C. L. (2018). The Veterans Metrics Initiative study of US veterans’ experiences during their transition from military service. British Medical Journal Open, 8(6), e020734. https://doi.org/10.1136/bmjopen-2017-020734
Yeterian, J. D., Berke, D. S., Carney, J. R., McIntyre-Smith, A., St. Cyr, K., King, L., Kline, N. K., Phelps, A., Litz, B. T., & Members of the Moral Injury Outcomes Project Consortium. (2019). Defining and measuring moral injury: Rationale, design, and preliminary findings from the Moral Injury Outcome Scale Consortium. Journal of Traumatic Stress, 32, 363-372. https://doi.org/10.1002/jts.22380
Zhizhong, W., Koenig, H. G., Yan, T., Jing, W., Mu, S., Hongyu, L., & Guangtian, L. (2020). Psychometric properties of the moral injury symptom scale among Chinese health professionals during the COVID-19 pandemic. BMC Psychiatry, 20(1), 1–10. https://doi.org/10.1186/s1288-020-02954-w
Funding
The Veterans Metrics Initiative (TVMI) research was managed by the Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc. (HJF), and it was collaboratively sponsored by the Bob Woodruff Foundation, Health Net Federal Services, HJF, Lockheed Martin Corporation, Marge and Philip Odeen, May and Stanley Smith Charitable Trust, National Endowment for the Humanities, Northrop Grumman, Prudential, Robert R. McCormick Foundation, Rumsfeld Foundation, Schultz Family Foundation, The Heinz Endowments, U.S. Department of Veterans Affairs Health Services Research and Development Service, Walmart Foundation, and Wounded Warrior Project, Inc. The Clearinghouse for Military Family Readiness at Penn State is the result of a partnership funded by the Department of Defense between the Office of the Deputy Assistant Secretary of Defense for Military Community and Family Policy and the USDA’s National Institute of Food and Agriculture through a cooperative agreement with the Pennsylvania State University. This work leverages funds by the USDA’s National Institute of Food and Agriculture and Hatch Appropriations.
Author information
Authors and Affiliations
Contributions
RPC contributed to conceptualization, formal analysis, methodology, software, visualization, writing, and review and editing. CBR contributed to conceptualization, methodology, project administration, visualization, writing, and review and editing. NRM contributed to data curation, funding acquisition, investigation, methodology, project administration, resources, validation, and review and editing. JAB contributed to investigation, project administration, and review and editing. KJM contributed to review and editing. DFP contributed to funding acquisition, project administration, resources, supervision, and review and editing.
Corresponding author
Ethics declarations
Conflict of interests
We have no conflicts of interest, financial or non-financial, to disclose.
Ethics Approval
This study was performed in line with the principles of the Declaration of Helsinki. Ethical approval was obtained from ICF International, Inc. (Date: 03/19/2019/No.: 151636.0.000.00.000).
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Chesnut, R.P., Richardson, C.B., Morgan, N.R. et al. The Moral Injury Symptoms Scale–Military Version–Short Form: Further Scale Validation in a U.S. Veteran Sample. J Relig Health 61, 3384–3401 (2022). https://doi.org/10.1007/s10943-022-01606-5
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10943-022-01606-5