Relationship between psychological flexibility and work-related quality of life for healthcare professionals: A systematic review and meta-analysis
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The intervention supports students to engage with and manage feelings, thoughts, and emotions that could act as a useful tool for enhancing the quality of patient care.
“suggesting that the intervention supports students to engage with and manage feelings, thoughts, and emotions that could act as a useful tool for enhancing the quality of patient care [78, 79].”
From Enhanced Stress-Resilience Training (ESRT) for graduate-entry medical students: a randomised-controlled, mixed-method investigation (2025) · cites this paper as [79]
Psychological flexibility is positively related to individuals' mental health and adaptive behaviors and negatively related to individuals' negative emotional affect and problematic behaviors.
“Existing meta-analyses suggest that psychological flexibility is positively related to individuals' mental health and adaptive behaviors and negatively related to individuals' negative emotional affect and problematic behaviors (37–39).”
Cites
Measuring inconsistency in meta-analyses
Higgins, J. P. T., Thompson, S. G., Deeks, J. J., & Altman, D. G. (2003) · BMJ · doi:10.1136/bmj.327.7414.557 · Cited by 63,139 · see citing works
Quantifying heterogeneity in a meta‐analysis
Higgins, J. P. T., & Thompson, S. G. (2002) · Statistics in Medicine · doi:10.1002/sim.1186 · Cited by 36,763 · see citing works
Tranfield, D., Denyer, D., & Smart, P. (2003) · British Journal of Management · doi:10.1111/1467-8551.00375 · Cited by 15,386 · see citing works
The measurement of experienced burnout
Maslach, C., & Jackson, S. E. (1981) · Journal of Organizational Behavior · doi:10.1002/job.4030020205 · Cited by 14,496 · see citing works
Maslach, C., Schaufeli, W. B., & Leiter, M. P. (2001) · Annual Review of Psychology · doi:10.1146/annurev.psych.52.1.397 · Cited by 12,852 · see citing works
Literature review as a research methodology: An overview and guidelines
Snyder, H. (2019) · Journal of Business Research · doi:10.1016/j.jbusres.2019.07.039 · Cited by 11,524 · see citing works
Cohen, J. (1992) · Psychological Bulletin · doi:10.1037//0033-2909.112.1.155 · Cited by 8,771 · see citing works
(1996) · Consulting Psychologists Press eBooks · Cited by 7,863 · see citing works
Acceptance and commitment therapy: model, processes and outcomes
Hayes, S. C., Luoma, J. B., Bond, F. W., Masuda, A., & Lillis, J. (2006) · Behaviour Research and Therapy · doi:10.1016/j.brat.2005.06.006 · Cited by 6,587 · see citing works
Bond, F. W., Hayes, S. C., Baer, R. A., Carpenter, K. M., Guenole, N., Orcutt, H. K., Waltz, T., & Zettle, R. D. (2011) · Behavior Therapy · doi:10.1016/j.beth.2011.03.007 · Cited by 3,950 · see citing works
Fixed-and random-effects models in meta-analysis.
Hedges, L. V., & Vevea, J. L. (1998) · Psychological Methods · doi:10.1037/1082-989x.3.4.486 · Cited by 2,977 · see citing works
Development of a critical appraisal tool to assess the quality of cross-sectional studies (AXIS)
Downes, M. J., Brennan, M. L., Williams, H. C., & Dean, R. S. (2016) · BMJ Open · doi:10.1136/bmjopen-2016-011458 · Cited by 2,376 · see citing works
Measuring experiential avoidance: A preliminary test of a working model
Hayes, S. C., Strosahl, K., Wilson, K. G., Bissett, R. T., Pistorello, J., Toarmino, D., Polusny, M. A., Dykstra, T. A., Batten, S. V., Bergan, J., et al. (2004) · The Psychological Record · doi:10.1007/bf03395492 · Cited by 2,140 · see citing works
Compassion fatigue: Psychotherapists’ chronic lack of self care.
Figley, C. R. (2002) · Journal of Clinical Psychology · doi:10.1002/jclp.10090 · Cited by 1,614 · see citing works
Figley, C. R. (1995) · Cited by 1,461 · see citing works
Deering, D. (1996) · Journal of Psychosocial Nursing and Mental Health Services · doi:10.3928/0279-3695-19961101-26 · Cited by 1,356 · see citing works
Hayes, S. C., Levin, M. E., Plumb-Vilardaga, J., Villatte, J. L., & Pistorello, J. (2013) · Behavior Therapy · doi:10.1016/j.beth.2009.08.002 · Cited by 1,120 · see citing works
Suurmond, R., van Rhee, H., & Hak, T. (2017) · Research Synthesis Methods · doi:10.1002/jrsm.1260 · Cited by 881 · see citing works
Compassion fatigue and psychological distress among social workers: A validation study.
Adams, R. E., Boscarino, J. A., & Figley, C. R. (2006) · American Journal of Orthopsychiatry · doi:10.1037/0002-9432.76.1.103 · Cited by 864 · see citing works
Campkin, M. (2003) · Family Practice · doi:10.1093/oxfordjournals.fampra.a001504 · Cited by 814 · see citing works
Figley, C. R. (2002) · Routledge eBooks · doi:10.4324/9780203890318 · Cited by 713 · see citing works
Hunsaker, S., Chen, H., Maughan, D., & Heaston, S. (2015) · Journal of Nursing Scholarship · doi:10.1111/jnu.12122 · Cited by 592 · see citing works
Craig, C. D., & Sprang, G. (2010) · Anxiety, Stress & Coping · doi:10.1080/10615800903085818 · Cited by 513 · see citing works
Francis, A. W., Dawson, D. L., & Golijani-Moghaddam, N. (2016) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2016.05.003 · Cited by 496 · see citing works
Perera, G., Broadbent, M. T. M., Callard, F. J., Chang, C., Downs, J. M., Dutta, R., Fernandes, A. C., Hayes, R. D., Henderson, M., Jackson, R., et al. (2016) · BMJ Open · doi:10.1136/bmjopen-2015-008721 · Cited by 492 · see citing works
Cieślak, R., Shoji, K., Douglas, A., Melville, E., Łuszczyńska, A., & Benight, C. C. (2013) · Psychological Services · doi:10.1037/a0033798 · Cited by 460 · see citing works
What Does the Acceptance and Action Questionnaire (AAQ-II) Really Measure?
Wolgast, M. (2014) · Behavior Therapy · doi:10.1016/j.beth.2014.07.002 · Cited by 421 · see citing works
Vicarious traumatization: implications for the mental health of health workers?
Sabin‐Farrell, R., & Turpin, G. (2003) · Clinical Psychology Review · doi:10.1016/s0272-7358(03)00030-8 · Cited by 401 · see citing works
Janssen, P. P. M., De Jonge, J., & Bakker, A. B. (1999) · Journal of Advanced Nursing · doi:10.1046/j.1365-2648.1999.01022.x · Cited by 357 · see citing works
The Social Psychology of Compassion
Radey, M. D., & Figley, C. R. (2007) · Clinical Social Work Journal · doi:10.1007/s10615-007-0087-3 · Cited by 327 · see citing works
Prevalence of Secondary Traumatic Stress Among Emergency Nurses
Dominguez-Gomez, E., & Rutledge, D. N. (2008) · Journal of Emergency Nursing · doi:10.1016/j.jen.2008.05.003 · Cited by 311 · see citing works
Compassion fatigue in healthcare providers: A systematic review and meta-analysis.
Cavanagh, N., Cockett, G., Heinrich, C., Doig, L., Fiest, K., Guichon, J. R., Page, S., Mitchell, I., & Doig, C. J. (2020) · Nursing Ethics · doi:10.1177/0969733019889400 · Cited by 307 · see citing works
Tyndall, I., Waldeck, D., Pancani, L., Whelan, R., Roche, B., & Dawson, D. L. (2019) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2018.09.005 · Cited by 303 · see citing works
Impact of Trauma Work on Social Work Clinicians: Empirical Findings
Cunningham, M. (2003) · Social Work · doi:10.1093/sw/48.4.451 · Cited by 297 · see citing works
Ducharme, L. J., Knudsen, H. K., & Roman, P. M. (2007) · Sociological Spectrum · doi:10.1080/02732170701675268 · Cited by 285 · see citing works
Cherry, K. M., Hoeven, E. V., Patterson, T. S., & Lumley, M. N. (2021) · Clinical Psychology Review · doi:10.1016/j.cpr.2021.101973 · Cited by 267 · see citing works
Brinkborg, H., Michanek, J., Hesser, H., & Berglund, G. (2011) · Behaviour Research and Therapy · doi:10.1016/j.brat.2011.03.009 · Cited by 235 · see citing works
Wang, J., Okoli, C. T. C., He, H., Feng, F., Lǐ, J., Zhuang, L., & Lin, M. (2019) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2019.103472 · Cited by 230 · see citing works
Rossi, A., Cetrano, G., Pertile, R., Rabbi, L., Donisi, V., Grigoletti, L., Curtolo, C., Tansella, M., Thornicroft, G., & Amaddeo, F. (2012) · Psychiatry Research · doi:10.1016/j.psychres.2012.07.029 · Cited by 192 · see citing works
The role of psychological factors in oncology nurses' burnout and compassion fatigue symptoms
Duarte, J., & Pinto‐Gouveia, J. (2017) · European Journal of Oncology Nursing · doi:10.1016/j.ejon.2017.04.002 · Cited by 192 · see citing works
Bond, F. W., Lloyd, J., & Guenole, N. (2013) · Journal of Occupational and Organizational Psychology · doi:10.1111/joop.12001 · Cited by 186 · see citing works
Sodeke-Gregson, E. A., Holttum, S., & Billings, J. (2013) · European Journal of Psychotraumatology · doi:10.3402/ejpt.v4i0.21869 · Cited by 174 · see citing works
Compassion fatigue and satisfaction: A cross‐sectional survey among US healthcare workers
Smart, D. A., English, A., James, J., Wilson, M., Daratha, K. B., Childers, B., & Magera, C. (2013) · Nursing and Health Sciences · doi:10.1111/nhs.12068 · Cited by 172 · see citing works
Knudsen, H. K., Ducharme, L. J., & Roman, P. M. (2008) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2008.02.003 · Cited by 163 · see citing works
Exploring the key predictors of retention in emergency nurses
Sawatzky, J. V., & Enns, C. (2012) · Journal of Nursing Management · doi:10.1111/j.1365-2834.2012.01355.x · Cited by 146 · see citing works
Vilardaga, R., Luoma, J. B., Hayes, S. C., Pistorello, J., Levin, M. E., Hildebrandt, M. J., Kohlenberg, B., Roget, N. A., & Bond, F. (2011) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2010.11.015 · Cited by 142 · see citing works
Losa Iglesias, M. E., Vallejo, R. B. D. B., & Fuentes, P. S. (2010) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2009.06.014 · Cited by 140 · see citing works
Bryan, C. J., Ray-Sannerud, B. N., & Heron, E. A. (2015) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2015.10.002 · Cited by 111 · see citing works
McCracken, L. M., & Yang, S.-Y. (2008) · Rehabilitation Psychology · doi:10.1037/a0012854 · Cited by 69 · see citing works
Gerhart, J. I., O’Mahony, S., Abrams, I., Grosse, J., Greene, M., & Levy, M. M. (2016) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2016.04.003 · Cited by 66 · see citing works
Okoli, C. T. C., Seng, S., Otachi, J. K., Higgins, J. T., Lawrence, J. N., Lykins, A., & Bryant, E. (2019) · International Journal of Mental Health Nursing · doi:10.1111/inm.12682 · Cited by 61 · see citing works
Ardino, V., Milani, L., & Blasio, P. D. (2013) · European Journal of Psychotraumatology · doi:10.3402/ejpt.v4i0.21382 · Cited by 60 · see citing works
Kent, W., Hochard, K. D., & Hulbert-Williams, N. J. (2019) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2019.08.004 · Cited by 56 · see citing works
Reeve, A., Tickle, A., & Moghaddam, N. (2018) · Mental Health Review Journal · doi:10.1108/mhrj-11-2017-0052 · Cited by 49 · see citing works
O’Mahony, S., Gerhart, J. I., Grosse, J., Abrams, I., & Levy, M. M. (2016) · Palliative Medicine · doi:10.1177/0269216315596459 · Cited by 47 · see citing works
Noone, S. J., & Hastings, R. P. (2011) · Journal of Mental Health Research in Intellectual Disabilities · doi:10.1080/19315864.2011.582230 · Cited by 43 · see citing works
Burnout and depression in medical students: Relations with avoidance and disengagement
Kroska, E. B., Calarge, C., O’Hara, M. W., Deumic, E., & Dindo, L. (2017) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2017.08.003 · Cited by 41 · see citing works
Yao, Y., Yao, W., Wang, W., Li, H., & Lan, Y. (2013) · International Journal of Nursing Practice · doi:10.1111/ijn.12103 · Cited by 35 · see citing works
Ortiz-Fune, C., Kanter, J. W., & Arias, M. F. (2020) · Clínica y Salud · doi:10.5093/clysa2020a8 · Cited by 31 · see citing works
The Spanish version of the Work-related Acceptance and Action Questionnaire (WAAQ)
Ruiz, F. J., & Odriozola-González, P. (2014) · Psicothema · doi:10.7334/psicothema2013.110 · Cited by 20 · see citing works
Robins, T. G., Roberts, R., & Sarris, A. (2017) · Australian Psychologist · doi:10.1111/ap.12310 · Cited by 14 · see citing works
Holmberg, J., Kemani, M. K., Holmström, L., Öst, L., & Wicksell, R. K. (2019) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2019.08.010 · Cited by 14 · see citing works
Compassion fatigue and burnout among healthcare professionals in the ICU
van Mol, M. M. C., Kompanje, E. J. O., Bakker, J., & Nijkamp, M. D. (2014) · Critical Care · doi:10.1186/cc13209 · Cited by 12 · see citing works
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- Authors
- Garner, E. V., & Golijani-Moghaddam, N.
- Affiliations
- University of Nottingham (GB)
- Venue
- Journal of Contextual Behavioral Science
- Publisher
- Elsevier BV
- Published
- 2021-07
- Volume
- 21
- Pages
- 98-112
- ISSN
- 2212-1447 (ISSN-L)
- OpenAlex
- W3182832288
- Cited by
- 41
- References
- 63
- Citations by year
- 2026: 5 · 2025: 8 · 2024: 12 · 2023: 11 · 2022: 4 · 2021: 1
- FWCI
- 0.93
- Type
- journal article
- Language
- en
- Open access
- green
- figshare.com
- Licence
- Locations
- Journal of Contextual Behavioral Science (publishedVersion)
- Lincoln Repository (University of Lincoln) (acceptedVersion)
- Figshare (submittedVersion, cc-by-nc-nd)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Health Sciences › Health Professions › Occupational Therapy › Occupational Health and Burnout
- Health Sciences › Health Professions › General Health Professions › Healthcare professionals’ stress and burnout
- Keywords
- psychological flexibility, compassion fatigue, compassion satisfaction, work-related quality of life, healthcare workers, helping professions, occupational stress, mindfulness-based interventions
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