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Factors associated with burnout among US neurosurgery residents: a nationwide survey
Open accessAbstract
OBJECTIVE: Excessive dissatisfaction and stress among physicians can precipitate burnout, which results in diminished productivity, quality of care, and patient satisfaction and treatment adherence. Given the multiplicity of its harms and detriments to workforce retention and in light of the growing physician shortage, burnout has garnered much attention in recent years. Using a national survey, the authors formally evaluated burnout among neurosurgery trainees. METHODS: An 86-item questionnaire was disseminated to residents in the American Association of Neurological Surgeons database between June and November 2015. Questions evaluated personal and workplace stressors, mentorship, career satisfaction, and burnout. Burnout was assessed using the previously validated Maslach Burnout Inventory. Factors associated with burnout were determined using univariate and multivariate logistic regression. RESULTS: The response rate with completed surveys was 21% (346/1643). The majority of residents were male (78%), 26–35 years old (92%), in a stable relationship (70%), and without children (73%). Respondents were equally distributed across all residency years. Eighty-one percent of residents were satisfied with their career choice, although 41% had at some point given serious thought to quitting. The overall burnout rate was 67%. In the multivariate analysis, notable factors associated with burnout included inadequate operating room exposure (OR 7.57, p = 0.011), hostile faculty (OR 4.07, p = 0.008), and social stressors outside of work (OR 4.52, p = 0.008). Meaningful mentorship was protective against burnout in the multivariate regression models (OR 0.338, p = 0.031). CONCLUSIONS: Rates of burnout and career satisfaction are paradoxically high among neurosurgery trainees. While several factors were predictive of burnout, including inadequate operative exposure and social stressors, meaningful mentorship proved to be protective against burnout. The documented negative effects of burnout on patient care and health care economics necessitate further studies for potential solutions to curb its rise.
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“Mentorship is protective against resident burnout [5, 13].”
From A National Cross-Sectional Study on the Prevalence of Burnout in Filipino Neurosurgery Residents (2024) · cites this paper as [13]
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“Our findings are within the prevalence range in published studies [4, 9, 10, 13].”
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Citations
Cites
(1996) · Consulting Psychologists Press eBooks · Cited by 7,863
Freudenberger, H. J. (1974) · Journal of Social Issues · doi:10.1111/j.1540-4560.1974.tb00706.x · Cited by 5,463
Shanafelt, T. D., Boone, S., Tan, L., Dyrbye, L. N., Sotile, W., Satele, D., West, C. P., Sloan, J., & Oreskovich, M. R. (2012) · Archives of Internal Medicine · doi:10.1001/archinternmed.2012.3199 · Cited by 3,439
Shanafelt, T. D., Hasan, O., Dyrbye, L. N., Sinsky, C., Satele, D., Sloan, J., & West, C. P. (2015) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2015.08.023 · Cited by 2,885
Burnout and self-reported patient care in an internal medicine residency program
Shanafelt, T. D., Bradley, K. A., Wipf, J. E., & Back, A. L. (2002) · Annals of Internal Medicine · doi:10.7326/0003-4819-136-5-200203050-00008 · Cited by 2,165
Dyrbye, L. N., West, C. P., Satele, D., Boone, S., Tan, L., Sloan, J., & Shanafelt, T. D. (2014) · Academic Medicine · doi:10.1097/acm.0000000000000134 · Cited by 2,040
Burnout and Suicidal Ideation among U.S. Medical Students
Dyrbye, L. N., Thomas, M. R., Massie, F. S., Power, D. V., Eacker, A., Harper, W., Durning, S., Moutier, C., Szydlo, D. W., Novotny, P. J., et al. (2008) · Annals of Internal Medicine · doi:10.7326/0003-4819-149-5-200809020-00008 · Cited by 1,532
West, C. P., Huschka, M. M., Novotny, P. J., Sloan, J. A., Kolars, J. C., Habermann, T. M., & Shanafelt, T. D. (2006) · JAMA · doi:10.1001/jama.296.9.1071 · Cited by 1,454
Burnout and Career Satisfaction Among American Surgeons
Shanafelt, T. D., Balch, C. M., Bechamps, G. J., Russell, T., Dyrbye, L., Satele, D., Collicott, P., Novotny, P. J., Sloan, J., & Freischlag, J. A. (2009) · Annals of Surgery · doi:10.1097/sla.0b013e3181ac4dfd · Cited by 1,275
Rates of medication errors among depressed and burnt out residents: prospective cohort study
Fahrenkopf, A. M., Sectish, T. C., Barger, L. K., Sharek, P. J., Lewin, D., Chiang, V. W., Edwards, S., Wiedermann, B. L., & Landrigan, C. P. (2008) · BMJ · doi:10.1136/bmj.39469.763218.be · Cited by 1,175
Effect of Reducing Interns' Weekly Work Hours on Sleep and Attentional Failures
Lockley, S. W., Cronin, J. W., Evans, E. E., Cade, B. E., Lee, C. J., Landrigan, C. P., Rothschild, J. M., Katz, J. T., Lilly, C. M., Stone, P. H., et al. (2004) · New England Journal of Medicine · doi:10.1056/nejmoa041404 · Cited by 913 · cited 1×
“15,17,28,39,59, 60,69 Burnout is the by-product of unchecked professional and emotional distress in the context of workplace dissatisfaction.”
BackgroundDimatteo, M., Sherbourne, C., Hays, R., Ordway, L., Kravitz, R., McGlynn, E., Kaplan, S., & Rogers, W. (1993) · Health Psychology · doi:10.1037/0278-6133.12.2.93 · Cited by 867
Quality of Life, Burnout, Educational Debt, and Medical Knowledge Among Internal Medicine Residents
West, C. P., Shanafelt, T. D., & Kolars, J. C. (2011) · JAMA · doi:10.1001/jama.2011.1247 · Cited by 743
Influence of Controllable Lifestyle on Recent Trends in Specialty Choice by US Medical Students
Dorsey, E. R., Jarjoura, D. G., & Rutecki, G. W. (2003) · JAMA · doi:10.1001/jama.290.9.1173 · Cited by 722
Confronting Depression and Suicide in Physicians: A Consensus Statement
Center, C., Davis, M., Detre, T., Ford, D. E., Hansbrough, W., Hendin, H., Laszlo, J., Litts, D. A., Mann, J., Mansky, P. A., et al. (2003) · JAMA · doi:10.1001/jama.289.23.3161 · Cited by 661
Burnout During Residency Training: A Literature Review
IsHak, W. W., Lederer, S., Mandili, C., Nikravesh, R., Seligman, L., Vasa, M., Ogunyemi, D., & Bernstein, C. A. (2009) · Journal of Graduate Medical Education · doi:10.4300/jgme-d-09-00054.1 · Cited by 643
Personal Life Events and Medical Student Burnout: A Multicenter Study
Dyrbye, L. N., Thomas, M. R., Huntington, J. L., Lawson, K. L., Novotny, P. J., Sloan, J. A., & Shanafelt, T. D. (2006) · Academic Medicine · doi:10.1097/00001888-200604000-00010 · Cited by 642
Shanafelt, T. D., Mungo, M., Schmitgen, J., Storz, K. A., Reeves, D., Hayes, S. N., Sloan, J. A., Swensen, S. J., & Buskirk, S. J. (2016) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2016.02.001 · Cited by 642
Relationship Between Work-Home Conflicts and Burnout Among American Surgeons: A Comparison by Sex
Dyrbye, L. N. (2011) · Archives of Surgery · doi:10.1001/archsurg.2010.310 · Cited by 591
Physician Satisfaction and Burnout at Different Career Stages
Dyrbye, L. N., Varkey, P., Boone, S. L., Satele, D., Sloan, J. A., & Shanafelt, T. D. (2013) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2013.07.016 · Cited by 576
Doctors' perceptions of the links between stress and lowered clinical care
Firth‐Cozens, J., & Greenhalgh, J. (1997) · Social Science & Medicine · doi:10.1016/s0277-9536(96)00227-4 · Cited by 498
National Survey of Burnout among US General Surgery Residents
Elmore, L. C., Jeffe, D. B., Jin, L., Awad, M. M., & Turnbull, I. R. (2016) · Journal of the American College of Surgeons · doi:10.1016/j.jamcollsurg.2016.05.014 · Cited by 476
Dahlin, M. E., & Runeson, B. (2007) · BMC Medical Education · doi:10.1186/1472-6920-7-6 · Cited by 459
Burnout among American surgeons
Campbell, D. A., Sonnad, S. S., Eckhäuser, F. E., Campbell, K. K., & Greenfield, L. J. (2001) · Surgery · doi:10.1067/msy.2001.116676 · Cited by 434
Variation of Mood and Empathy During Internship
Bellini, L. M. (2002) · JAMA · doi:10.1001/jama.287.23.3143 · Cited by 413
Palepu, A., Friedman, R. H., BARNETT, R. C., Carr, P. L., Ash, A. S., Szalacha, L. A., & Moskowitz, M. A. (1998) · Academic Medicine · doi:10.1097/00001888-199803000-00021 · Cited by 392
Shanafelt, T. D., West, C. P., Zhao, X., Novotny, P. J., Kolars, J. C., Habermann, T. M., & Sloan, J. A. (2005) · Europe PMC (PubMed Central) · doi:10.1111/j.1525-1497.2005.0108.x · Cited by 380
Dyrbye, L. N., & Shanafelt, T. D. (2011) · JAMA · doi:10.1001/jama.2011.652 · Cited by 371
Relationship between increased personal well-being and enhanced empathy among
Shanafelt, T. D., West, C. P., Zhao, X., Novotny, P. J., Kolars, J. C., Habermann, T. M., & Sloan, J. A. (2005) · Journal of General Internal Medicine · doi:10.1007/s11606-005-0102-8 · Cited by 370
Balch, C. M., Shanafelt, T. D., Sloan, J. A., Satele, D. V., & Freischlag, J. A. (2011) · Annals of Surgery · doi:10.1097/sla.0b013e318230097e · Cited by 342
Kuerer, H. M., Eberlein, T. J., Pollock, R. E., Huschka, M. M., Baile, W. F., Morrow, M., Michelassi, F., Singletary, S. E., Novotny, P. J., Sloan, J. A., et al. (2007) · Annals of Surgical Oncology · doi:10.1245/s10434-007-9579-1 · Cited by 305
Occupational stress and burnout in anaesthesia
Nyssen, A., Hansez, I., Baele, P., Lamy, M., & Keyser, V. D. (2003) · British Journal of Anaesthesia · doi:10.1093/bja/aeg058 · Cited by 299
Williams, E. S., & Skinner, A. C. (2003) · Health Care Management Review · doi:10.1097/00004010-200304000-00004 · Cited by 270
Ramanan, R. A., Taylor, W. C., Davis, R. B., & Phillips, R. S. (2006) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2006.00346.x · Cited by 256
Blanchard, P., Truchot, D., Albiges, L. K., Dewas, S., Pointreau, Y., Rodrigues, M. J., Xhaard, A., Loriot, Y., Giraud, P., Soria, J., et al. (2010) · European Journal of Cancer · doi:10.1016/j.ejca.2010.05.014 · Cited by 250
Eustress at Work: The Relationship between Hope and Health in Hospital Nurses
Simmons, B. L., & Nelson, D. L. (2001) · Health Care Management Review · doi:10.1097/00004010-200110000-00002 · Cited by 222
Factors Associated With Burnout During Emergency Medicine Residency
Takayesu, J. K., Ramoska, E. A., Clark, T. R., Hansoti, B., Dougherty, J. M., Freeman, W. H., Weaver, K., Chang, Y., & Gross, E. (2014) · Academic Emergency Medicine · doi:10.1111/acem.12464 · Cited by 201
Assessing the Role of Influential Mentors in the Research Development of Primary Care Fellows
Steiner, J. F., Curtis, P., Lanphear, B. P., Vu, K. O., & Main, D. S. (2004) · Academic Medicine · doi:10.1097/00001888-200409000-00012 · Cited by 181
Becker, J. L., Milad, M. P., & Klock, S. C. (2006) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2006.06.075 · Cited by 175
Golub, J. S., Weiss, P. S., Ramesh, A. K., Ossoff, R. H., & Johns, M. M. (2007) · Academic Medicine · doi:10.1097/acm.0b013e3180556825 · Cited by 175
Brief report: Completing a scholarly project during residency training
Rivera, J. A., Levine, R. B., & Wright, S. M. (2005) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2005.04157.x · Cited by 170
Williams, E. S., Konrad, T. R., Scheckler, W. E., Pathman, D. E., Linzer, M., McMurray, J. E., Gerrity, M., & Schwartz, M. (2001) · Health Care Management Review · doi:10.1097/00004010-200101000-00002 · Cited by 167
A cross-sectional descriptive study of mentoring relationships formed by medical students
Aagaard, E., & Hauer, K. E. (2003) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2003.20334.x · Cited by 162
McAbee, J. H., Ragel, B. T., McCartney, S., Jones, G. M., Michael, L. M., DeCuypere, M. G., Cheng, J. S., Boop, F. A., & Klimo, P. D. (2015) · Journal of neurosurgery · doi:10.3171/2014.12.jns141348 · Cited by 145
Self-citationIndividual and organizational predictors of depression in general practitioners.
(1998) · PubMed Central · Cited by 130
Payback time: the associations of debt and income with medical student career choice
Grayson, M. S., Newton, D. A., & Thompson, L. F. (2012) · Medical Education · doi:10.1111/j.1365-2923.2012.04340.x · Cited by 119
Medical student debt and major life choices other than specialty
Rohlfing, J. R., Navarro, R., Maniya, O. Z., Hughes, B. D., & Rogalsky, D. K. (2014) · Medical Education Online · doi:10.3402/meo.v19.25603 · Cited by 110
Burnout in Pediatric Residents Over a 2-Year Period: A Longitudinal Study
Pantaleoni, J. L., Augustine, E. M., Sourkes, B. M., & Bachrach, L. K. (2014) · Academic Pediatrics · doi:10.1016/j.acap.2013.12.001 · Cited by 99
Stress symptoms and burnout in obstetric and gynaecology residents
Castelo‐Branco, C., Figueras, F., Eixarch, E., Quereda, F., Cancelo, M., González, S., & Balasch, J. (2007) · BJOG: An International Journal of Obstetrics & Gynaecology · doi:10.1111/j.1471-0528.2006.01155.x · Cited by 94
Factors influencing studentsʼ choices of primary care or other specialties
Osborn, E. H. (1993) · Academic Medicine · doi:10.1097/00001888-199307000-00018 · Cited by 91
Doing something about physician burnout
Epstein, R. M., & Privitera, M. R. (2016) · The Lancet · doi:10.1016/s0140-6736(16)31332-0 · Cited by 87
Predictors of Well-Being in Resident Physicians: A Descriptive and Psychometric Study
Kassam, A., Horton, J., Shoimer, I., & Patten, S. B. (2015) · Journal of Graduate Medical Education · doi:10.4300/jgme-d-14-00022.1 · Cited by 86
Tsen, L. C., Borus, J. F., Nadelson, C. C., Seely, E. W., Haas, A., & Fuhlbrigge, A. L. (2012) · Academic Medicine · doi:10.1097/acm.0b013e3182712cff · Cited by 78
Surgeons underestimate their influence on medical students entering surgery
Quillin, R. C., Pritts, T. A., Davis, B. R., Hanseman, D. J., Collins, J. M., Athota, K. P., Edwards, M. J., & Tevar, A. D. (2012) · Journal of Surgical Research · doi:10.1016/j.jss.2012.05.064 · Cited by 74
Factors Affecting Academic Promotion in Obstetrics and Gynaecology in Canada
WISE, M. R., Shapiro, H. M., Bodley, J., Pittini, R., McKay, D., Willan, A. R., & Hannah, M. E. (2004) · Journal of Obstetrics and Gynaecology Canada · doi:10.1016/s1701-2163(16)30488-1 · Cited by 69
Career Satisfaction and Burnout Among U.S. Neurosurgeons: A Feasibility and Pilot Study
Klimo, P., DeCuypere, M. G., Ragel, B. T., McCartney, S., Couldwell, W. T., & Boop, F. A. (2012) · World Neurosurgery · doi:10.1016/j.wneu.2012.09.009 · Cited by 68
Self-citationDeAngelis, C. D. (2004) · JAMA · doi:10.1001/jama.292.9.1060 · Cited by 65
Chaput, B., Bertheuil, N., Jacques, J., Smilevitch, D., Bekara, F., Soler, P., Garrido, I., Herlin, C., & Grolleau, J.-L. (2015) · Annals of Plastic Surgery · doi:10.1097/sap.0000000000000530 · Cited by 57
SCISCIONE, A. C. (1998) · Obstetrics and Gynecology · doi:10.1016/s0029-7844(98)00076-3 · Cited by 53
Surgical Mentors and Role Models: Prevalence, Importance and Associated Traits
Healy, N. A., Glynn, R. W., Malone, C. M., Cantillon, P., & Kerin, M. J. (2012) · Journal of surgical education · doi:10.1016/j.jsurg.2012.04.015 · Cited by 52
Burnout among otolaryngology residents in Saudi Arabia: A multicenter study
Aldrees, T., Badri, M., Islam, T., & Alqahtani, K. (2015) · Journal of Surgical Education · doi:10.1016/j.jsurg.2015.02.006 · Cited by 45
Prevalence and Factors of Burnout among Australian Orthopaedic Trainees: A Cross-Sectional Study
Arora, M., Diwan, A. D., & Harris, I. A. (2014) · Journal of orthopaedic surgery · doi:10.1177/230949901402200322 · Cited by 42
Platz, J. J., & Hyman, N. (2013) · Clinics in Colon and Rectal Surgery · doi:10.1055/s-0033-1356720 · Cited by 42
Mentorship and Productivity among Gynecologic Oncology Fellows
Ramondetta, L. M., Bodurka, D. C., Tortolero‐Luna, G., Gordinier, M. E., Wolf, J. K., Gershenson, D. M., & SCISCIONE, A. C. (2003) · Journal of Cancer Education · doi:10.1207/s15430154jce1801_9 · Cited by 40
Factors Affecting Specialty Choice Among Osteopathic Medical Students
Teitelbaum, H. S., Ehrlich, N., & Travis, L. (2009) · Academic Medicine · doi:10.1097/acm.0b013e3181a43c60 · Cited by 36
Incorporation of a Physical Education and Nutrition Program Into Neurosurgery
Spiotta, A. M., Fargen, K. M., Denham, S. L., Fulton, M. E., Kellogg, R. T., Young, E., Patel, S. J., & Turner, R. D. (2016) · Neurosurgery · doi:10.1227/neu.0000000000001358 · Cited by 27
Daily and yearly burnout symptoms in Israeli shift work residents.
Tzischinsky, O., Zohar, D. M., Epstein, R., Chillag, N., & Lavie, P. (2001) · PubMed · Cited by 26
Physician burnout: Who will protect us from ourselves?
Fralick, M., & Flegel, K. (2014) · Canadian Medical Association Journal · doi:10.1503/cmaj.140588 · Cited by 16
How to Identify the Edge of a Cliff in the Dark: Burnout and Neurosurgery
Eddleman, C. S., Aoun, S. G., & Batjer, H. H. (2013) · World Neurosurgery · doi:10.1016/j.wneu.2013.01.063 · Cited by 14
Rafferty (1986) · doi:10.1002/1097-4679(198605)42:3
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Low, Z. X., Yeo, K. A., Sharma, V. K., Leung, G. K., McIntyre, R. S., Guerrero, A., Lu, B., Sin Fai Lam, C. C., Tran, B. X., Nguyen, L. H., et al. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16091479 · Cited by 415
“, 2017 [66] Y Y N Y N N N NA Y NA Y N NA N Baer et al.”
BackgroundLin, M., Battaglioli, N., Melamed, M., Mott, S. E., Chung, A. S., & Robinson, D. (2019) · Annals of Emergency Medicine · doi:10.1016/j.annemergmed.2019.01.037 · Cited by 132
Khalafallah, A. M., Lam, S., Gami, A., Dornbos, D. L., Sivakumar, W., Johnson, J. N., & Mukherjee, D. (2020) · Journal of Clinical Neuroscience · doi:10.1016/j.jocn.2020.08.012 · Cited by 101
Relationship of Grit and Resilience to Burnout Among U.S. Neurosurgery Residents
Shakir, H. J., Cappuzzo, J. M., Shallwani, H., Kwasnicki, A., Bullis, C., Wang, J., Hess, R. M., & Levy, E. I. (2020) · World Neurosurgery · doi:10.1016/j.wneu.2019.10.043 · Cited by 99
Naji, L., Singh, B., Shah, A., Naji, F. N., Dennis, B. B., Kavanagh, O. V., Banfield, L. E., Alyass, A., Razak, F. A., Samaan, Z., et al. (2021) · CMAJ Open · doi:10.9778/cmajo.20200068 · Cited by 105
Metadata
- Authors
- Attenello, F. J., Buchanan, I. A., Wen, T., Donoho, D. A., McCartney, S., Cen, S. Y., Khalessi, A. A., Cohen-Gadol, A. A., Cheng, J. S., Mack, W. J., Schirmer, C. M., Swartz, K. R., Prall, J. A., Stroink, A. R., Giannotta, S. L., & Klimo, P.
- Affiliations
- University of Southern California (US)
- Oregon Health & Science University (US)
- University of California San Diego (US)
- Goodman Campbell Brain and Spine, Department of Neurosurgery, Indiana University, Indianapolis, Indiana;
- University of Cincinnati (US)
- Geisinger Health System (US)
- Medical College of Wisconsin (US)
- Littleton Adventist Hospital (US)
- Central Illinois Neuro Health Science, Bloomington, Illinois; and
- University of Tennessee Health Science Center (US)
- ORCID
- Venue
- Journal of Neurosurgery
- Published
- 2018-11
- Volume
- 129
- Issue
- 5
- Pages
- 1349-1363
- ISSN
- 0022-3085 (ISSN-L)
- 1933-0693
- OpenAlex
- W2786344603
- Cited by
- 145
- References
- 70
- Citations by year
- 2026: 11 · 2025: 10 · 2024: 20 · 2023: 12 · 2022: 19 · 2021: 21 · 2020: 31 · 2019: 13 · 2018: 8
- FWCI
- 27.87
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of neurosurgery (publishedVersion)
- PubMed (publishedVersion)
- Funders
- University of Southern California
- Topics
- Health Sciences › Health Professions › General Health Professions › Healthcare professionals’ stress and burnout
- Social Sciences › Gender Studies › Diversity and Career in Medicine
- Social Sciences › Psychology › Social Psychology › Stress and Burnout Research
- Keywords
- physician burnout, neurosurgery residents, surgical residency training, career satisfaction, mentoring, social stressors, Maslach Burnout Inventory, resident retention, physician shortage
- MeSH terms
- Adult, Burnout, Professional, Career Choice, Female, Health Surveys, Humans, Internship and Residency, Job Satisfaction, Male, Neurosurgery, Risk Factors, United States, Young Adult
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