The DOI matches its Crossref record; 8 of the 8 references it cites were found in a registry or an index.
A study into the mental health of PhD students in Australia: investigating the determinants of depression, anxiety, and suicidality
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“Another meta-analysis of doctoral students found that 23% experienced mild, 17% moderate and 14% severe anxiety symptoms34.”
From Prevalence and severity of mental health problems in early-career researchers: a systematic review and meta-analysis (2026) · cites this paper as [34]
In the citing paper
“Impostor phenomenon (IP) is widespread in doctoral education and is strongly linked to mental distress.”
From Exploring relationships between self-compassion, impostor phenomenon, and mental health among doctoral students (2025) · cites this paper as Mills et al., 2024
In the citing paper
“Female and non-binary students may also face additional pressures academically, have less representation in academia, and potentially be more at risk for IP (Mills et al., 2024).”
From Exploring relationships between self-compassion, impostor phenomenon, and mental health among doctoral students (2025) · cites this paper as Mills et al., 2024
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Cites
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910
Osman, A., Bagge, C. L., Gutierrez, P. M., Konick, L. C., Kopper, B. A., & Barrios, F. X. (2001) · Assessment · doi:10.1177/107319110100800409 · Cited by 2,276 · cited 5×
“A total score of seven or more is considered at risk for suicide 17 .”
BackgroundMethodInfluentialDeveloping a measure of loneliness
Russell, D., Peplau, L. A., & Ferguson, M. L. (1978) · Journal of Personality Assessment · doi:10.1207/s15327752jpa4203_11 · Cited by 2,089
Work organization and mental health problems in PhD students
Levecque, K., Anseel, F., De Beuckelaer, A., Van der Heyden, J., & Gisle, L. (2017) · Research Policy · doi:10.1016/j.respol.2017.02.008 · Cited by 1,182
Handling Item-Level Missing Data: Simpler Is Just as Good
Parent, M. C. (2013) · The Counseling Psychologist · doi:10.1177/0011000012445176 · Cited by 685
Relationship between loneliness and mental health in students
Richardson, T., Elliott, P., & Roberts, R. (2017) · Journal of Public Mental Health · doi:10.1108/jpmh-03-2016-0013 · Cited by 256
Effects of anxiety on the long-term course of depressive disorders
Coryell, W., Fiedorowicz, J. G., Solomon, D., Leon, A. C., Rice, J. P., & Keller, M. B. (2012) · British Journal of Psychiatry · doi:10.1192/bjp.bp.110.081992 · Cited by 92
Park, H.-J., & Jeong, D. Y. (2015) · Personality and Individual Differences · doi:10.1016/j.paid.2014.08.031 · Cited by 67 · cited 1×
“Previous studies have demonstrated that maladaptive perfectionists have poorer psychological health, life satisfaction, and self-esteem, when compared to adaptive perfectionists 29 .”
Background
Research works printed but not linked: 25
- Brownlow, C., Eacersall, D., Nelson, C. W., Parsons-Smith, R. L. & Terry, P. C. Risks to mental health of higher degree by research (HDR) students during a global pandemic. PLoS ONE17, e0279698. https://doi.org/10.1371/journal.pone.0279698 (2022). · DOI
- Eisenberg, D., Hunt, J. & Speer, N. Mental health in American colleges and universities: Variation across student subgroups and across campuses. J. Nerv. Ment. Dis.20, 60–67. https://doi.org/10.1019/NMD.0b013e31827ab077 (2013). · DOI
- Hazell, C. M. et al. Nationwide assessment of the mental health of UK Doctoral Researchers. Humanit. Soc. Sci.https://doi.org/10.1057/s41599-021-00983-8 (2021). · DOI · Paper page
- Cornwall, J. et al. Stressors in early-stage doctoral students. Stud. Contin. Educ.41, 363–380. https://doi.org/10.1080/0158037x.2018.1534821 (2019). · DOI
- Bruffaerts, R. et al. Mental heath problems in college freshmen: Prevalence and academic functioning. J. Affect. Disord.225, 97–103. https://doi.org/10.1016/j/jad.2017.07.044 (2018). · DOI
- Nagy, G. A. et al. Burnout and mental health in biomedical doctoral students. CBE Life Sci. Educ.18, ar27. https://doi.org/10.1187/cbe.18-09-0198 (2019). · DOI · Paper page
- Berry, C., Niven, J. E. & Hazell, C. M. Personal, social and relational predictors of UK postgraduate researcher mental health problems. BJPsych Open7, e205. https://doi.org/10.1192/bjo.2021.1041 (2021). · DOI · Paper page
- Klein, E. M. et al. Loneliness and its relation to mental health in the general population: Validation and norm values of a brief measure. J. Affect. Disord. Rep.4, 100120. https://doi.org/10.1016/j.adr.2021.100120 (2021). · DOI
- Satinsky, E. N. et al. Systematic review and meta-analysis of depression, anxiety, and suicidal ideation among Ph.D. students. Sci. Rep.11, 14370. https://doi.org/10.1038/s41598-021-93687-7 (2021). · DOI · Paper page
- Barnett, J. V., Harris, R. A. & Mulvany, M. J. A comparison of best practices for doctoral training in Europe and North America. FEBS Open Bio7, 1444–1452. https://doi.org/10.1002/2211-5463.12305 (2017). · DOI · Paper page
- Taber, K. The use of Cronbach’s Alpha when developing and reporting research instruments in science education. Res. Sci. Educ.48, 1–24. https://doi.org/10.1007/s1165-016-9602-2 (2018). · DOI
- Spitzer, R. L., Kroenke, K., Williams, J. B. W. & Löwe, B. A brief measure for assessing generalized anxiety disorder: The GAD-7. Arch. Intern. Med.166, 1092–1097. https://doi.org/10.1001/archinte.166.10.1092 (2006). · DOI · Paper page
- Clance, P. R. The Impostor Phenomenon: When Success Makes You Feel Like a Fake (Bantam Books, 1985). · DOI
- Rice, K. G., Richardson, C. M. & Tueller, S. The short form of the revised Almost Perfect Scale. J. Pers. Assess.96, 368–379. https://doi.org/10.1080/00223891.2013.838172 (2014). · DOI
- Haslam, C. et al. Maintaining group memberships: Social identity continuity predicts well-being after stroke. Neuropsychol. Rehabil.18, 671–691. https://doi.org/10.1080/09602010701643449 (2008). · DOI
- Mainhard, T., van der Rijst, R., van Tartwijk, J. & Wubbels, T. A model for the supervisor–doctoral student relationship. High Educ.58, 359–373. https://doi.org/10.1007/s10734-009-9199-8 (2009). · DOI · Paper page
- Schmidt, A. F. & Finan, C. Linear regression and the normality assumption. J. Clin. Epidemiol.98, 146–151. https://doi.org/10.1016/j.jclinepi.2017.12.006 (2018). · DOI
- Johnston, R., Jones, K. & Manley, D. Confounding and collinearity in regression analysis: A cautionary tale and an alternative procedure, illustrated by studies of British voting behaviour. Qual. Quant.52, 1957–1976. https://doi.org/10.1007/s11135-017-0584-6 (2018). · DOI · Paper page
- Stocker, R. et al. Patient Health Questionnaire 9 (PHQ-9) and General Anxiety Disorder 7 (GAD-7) data contributed by 13,829 respondents to a national survey about COVID-19 restrictions in Australia. Psychiatry Res.298, 113792. https://doi.org/10.1016/j.psychres.2021.113792 (2021). · DOI
- Moate, R. M., Gnilka, P. B., West, E. M. & Rice, K. G. Doctoral student perfectionism and emotional well-being. Meas. Eval. Couns. Dev.52, 145–155. https://doi.org/10.1080/07481756.2018.1547619 (2019). · DOI
- Wickramaratne, P. J. et al. Social connectedness as a determinant of mental health: A scoping review. PLoS One17, e0275004. https://doi.org/10.1371/journal.pone.0275004 (2022). · DOI
- Bashir, A., Bashir, S., Rana, K., Lambert, P. & Vernallis, A. Post-COVID-19 adaptations: The shifts towards online learning, hybrid course delivery and the implications for biosciences courses in the Higher Education setting. Front. Educ.https://doi.org/10.3389/feduc.2021.711619 (2021). · DOI
- Turkle, S. The tethered self: Technology reinvents intimacy and solitude. Contin. High. Educ. Rev.75, 28–31 (2011).
- Gallea, J. I., Medrano, L. A. & Morera, L. P. Work-related mental health issues in graduate student population. Front. Neurosci.15, 593562. https://doi.org/10.3389/fnins.2021.593562 (2021). · DOI
- Milicev, J., McCann, M., Simpson, S. A., Biello, S. M. & Gardani, M. Evaluating mental health and wellbeing of postgraduate researchers: Prevalence and contributing factors. Curr. Psychol.42, 12267–12280. https://doi.org/10.1007/s12144-021-02309-y (2023). · DOI · Paper page
Cited by
Sorted by citations
Clarke, B. J., & Hartley, M. T. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1669075 · Cited by 3
Dreisoerner, A., Goetz, V., Frohnmayer, D., Tran, U. S., Voracek, M., & Nater, U. M. (2026) · Nature Human Behaviour · doi:10.1038/s41562-026-02505-5 · Cited by 2
Metadata
- Authors
- Mills, L., Read, G. J. M., Bragg, J. E., Hutchinson, B. T., & Cox, J. A.
- Venue
- Scientific Reports
- Published
- 2024-09-30
- Volume
- 14
- Issue
- 1
- ISSN
- 2045-2322
- PMC
- PMC11442910
- Cited by
- 16
- References
- 8
- Language
- en
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