Is Work-Related Rumination Associated with Deficits in Executive Functioning?
Open accessAbstract
Work-related rumination, that is, perseverative thinking about work during leisure time, has been associated with a range of negative health and wellbeing issues. The present paper examined the association between work-related rumination and cognitive processes centred around the theoretical construct of executive functioning. Executive functioning is an umbrella term for high level cognitive processes such as planning, working memory, inhibition, mental flexibility; and it underlies how people manage and regulate their goal directed behaviour. Three studies are reported. Study I, reports the results of a cross-sectional study of 240 employees, and demonstrates significant correlations between work-related rumination and three proxy measures of executive functioning: cognitive failures (.33), cognitive flexibility (-.24) and situational awareness at work (-.28). Study II (n = 939), expands on the findings from study 1 and demonstrates that workers reporting medium and high work-related rumination were 2.8 and 5 times, respectively, more likely to report cognitive failures relative to low ruminators. High ruminators also demonstrated greater difficulties with ‘lapses of attention’ (OR = 4.8), ‘lack of focus of attention’ (OR = 3.4), and ‘absent mindedness’ (OR = 4.3). The final study, examined the association between work-related rumination and executive functioning using interview data from 2460 full time workers. Workers were divided into tertiles low, medium and high. The findings showed that high work-related rumination was associated with deficits in starting (OR = 2.3) and finishing projects (OR = 2.4), fidgeting (OR = 1.9), memory (OR = 2.2), pursuing tasks in order (OR = 1.8), and feeling compelled to do things (OR = 2.0). It was argued that work-related rumination may not be related to work demands per se, but appears to be an executive functioning/control issue. Such findings are important for the design and delivery of intervention programmes aimed at helping people to switch off and unwind from work.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Rumination is linked to several indicators of impaired well-being and health.
“In turn, rumination, that is, “conscious thoughts that revolve around a common instrumental theme and that recur in the absence of immediate environmental demands requiring [those] thoughts” ([15], p. 7), has been shown to be linked to several indicators of impaired well-being and health [22,23,24].”
From Ovsiankina's Great Relief: How Supplemental Work during the Weekend May Contribute to Recovery in the Face of Unfinished Tasks (2017) · cites this paper as [23]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000) · Cognitive Psychology · doi:10.1006/cogp.1999.0734 · Cited by 15,798 · see citing works
A compendium of neuropsychological tests: administration, norms, and commentary
(1991) · Choice Reviews Online · doi:10.5860/choice.29-2400 · Cited by 6,117 · see citing works
A Compendium of Neuropsychological Tests: Administration, Norms, and Commentary
Levin, H. S. (1993) · Archives of Neurology · doi:10.1001/archneur.1993.00540050007005 · Cited by 4,793 · see citing works
The Cognitive Failures Questionnaire (CFQ) and its correlates.
Broadbent, D., Cooper, P. F., Fitzgerald, P. H., & Parkes, K. (1982) · British Journal of Clinical Psychology · doi:10.1111/j.2044-8260.1982.tb01421.x · Cited by 2,967 · see citing works
The measurement of effort–reward imbalance at work: European comparisons
Siegrist, J., Starke, D., Chandola, T., Godin, I., Marmot, M. G., Niedhammer, I., & Peter, R. (2003) · Social Science & Medicine · doi:10.1016/s0277-9536(03)00351-4 · Cited by 2,271 · see citing works
Sonnentag, S., & Fritz, C. (2007) · Journal of Occupational Health Psychology · doi:10.1037/1076-8998.12.3.204 · Cited by 2,133 · see citing works
Recovery from job stress: The stressor-detachment model as an integrative framework
Sonnentag, S., & Fritz, C. (2015) · Journal of Organizational Behavior · doi:10.1002/job.1924 · Cited by 1,307 · see citing works
Dennis, J. P., & Vander Wal, J. S. (2010) · Cognitive Therapy and Research · doi:10.1007/s10608-009-9276-4 · Cited by 1,118 · see citing works
Monchi, O., Petrides, M., Petre, V., Worsley, K., & Dagher, A. (2001) · The Journal of Neuroscience · doi:10.1523/jneurosci.21-19-07733.2001 · Cited by 961 · see citing works
Geurts, S. A. E., & Sonnentag, S. (2006) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.1053 · Cited by 869 · see citing works
Adult psychiatric morbidity in England, 2007: Results of a household survey
Mcmanus, S., Meltzer, H., Brugha, T., Bebbington, P., & Jenkins, R. (2009) · Unpublished · doi:10.13140/2.1.1563.5205 · Cited by 814 · see citing works
“Did you have a nice evening?” A day-level study on recovery experiences, sleep, and affect
Sonnentag, S., Binnewies, C., & Mojza, E. J. (2008) · Journal of Applied Psychology · doi:10.1037/0021-9010.93.3.674 · Cited by 741 · cited 1× · see citing works
“It is now thought that the recovery process appears to be largely influenced by the extent to which people manage to cognitively disengage (or disconnect) from their work demands and related thoughts when not at work (Sonnentag and Zijlstra, 2006; Sonnentag et al., 2008; Cropley and Zijlstra, 2011).”
BackgroundSonnentag, S., & Zijlstra, F. (2006) · Journal of Applied Psychology · doi:10.1037/0021-9010.91.2.330 · Cited by 708 · see citing works
Self-citationCarson, S., Peterson, J. B., & Higgins, D. M. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.85.3.499 · Cited by 680 · see citing works
Cognitive Inflexibility Among Ruminators and Nonruminators
Davis, R. N., & Nolen-Hoeksema, S. (2000) · Cognitive Therapy and Research · doi:10.1023/a:1005591412406 · Cited by 581 · see citing works
Brosschot, J. F., Van Dijk, E., & Thayer, J. F. (2007) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2006.07.016 · Cited by 474 · see citing works
Benefits of regular aerobic exercise for executive functioning in healthy populations
Guiney, H., & Machado, L. (2012) · Psychonomic Bulletin & Review · doi:10.3758/s13423-012-0345-4 · Cited by 455 · see citing works
Rumination and executive function in depression: an experimental study
Watkins, E. R. (2002) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.72.3.400 · Cited by 427 · see citing works
Restructuring the Employment Relationship
Tomlinson, D. G. M. W. Y. C. M. (1998) · doi:10.1093/oso/9780198293903.001.0001 · Cited by 406 · see citing works
Exploring the relationship between work-related rumination, sleep quality, and work-related fatigue
Querstret, D., & Cropley, M. (2012) · Journal of Occupational Health Psychology · doi:10.1037/a0028552 · Cited by 401 · cited 3× · see citing works
“On the other hand, when thinking about work is unwanted and outside of one’s control, this could compromise the recovery process and lead to ill health in the long-term (Querstret and Cropley, 2012; Sonnentag and Fritz, 2015).”
BackgroundMethodSelf-citationEmotion Regulation in Depression
Joormann, J., & Vanderlind, W. M. (2014) · Clinical Psychological Science · doi:10.1177/2167702614536163 · Cited by 355 · see citing works
Inhibition Versus Switching Deficits in Different Forms of Rumination
Whitmer, A. J., & Banich, M. T. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01936.x · Cited by 351 · see citing works
Restructuring the Employment Relationship
Tilly, C., Gallie, D., White, M., Cheng, Y., & Tomlinson, M. (2001) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2654333 · Cited by 342 · see citing works
Kessler, R. C., Adler, L., Ames, M., Barkley, R. A., Birnbaum, H., Greenberg, P., Johnston, J. A., Spencer, T., & ??st??n, T. B. (2005) · Journal of Occupational and Environmental Medicine · doi:10.1097/01.jom.0000166863.33541.39 · Cited by 335 · see citing works
The Cognitive Failures Questionnaire Revisited: Dimensions and Correlates
Wallace, J. C., Kass, S. J., & Stanny, C. J. (2002) · The Journal of General Psychology · doi:10.1080/00221300209602098 · Cited by 298 · see citing works
Attentional bias in dysphoria: The role of inhibitory processes
Joormann, J. (2004) · Cognition & Emotion · doi:10.1080/02699930244000480 · Cited by 298 · see citing works
Hulsheger, U. R., Lang, J. W. B., Depenbrock, F., Fehrmann, C., Zijlstra, F., & Alberts, H. J. E. M. (2014) · Journal of Applied Psychology · doi:10.1037/a0037702 · Cited by 286 · see citing works
Self-citationThe Relation of Post‐work Ruminative Thinking with Eating Behaviour
Cropley, M., Michalianou, G., Pravettoni, G., & Millward, L. J. (2011) · Stress and Health · doi:10.1002/smi.1397 · Cited by 282 · see citing works
Self-citationStress, fatigue, situation awareness and safety in offshore drilling crews
Sneddon, A., Mearns, K. J., & Flin, R. H. (2012) · Safety Science · doi:10.1016/j.ssci.2012.05.027 · Cited by 250 · see citing works
After work is done: psychological perspectives on recovery from work
Zijlstra, F. R. H., & Sonnentag, S. (2006) · European Journal of Work and Organizational Psychology · doi:10.1080/13594320500513855 · Cited by 232 · see citing works
Self-citationSyrek, C. J., Weigelt, O., Peifer, C., & Antoni, C. H. (2017) · Journal of Occupational Health Psychology · doi:10.1037/ocp0000031 · Cited by 187 · cited 2× · see citing works
“Workers tend to ruminate over tasks that are unfinished (Syrek and Antoni, 2014; Syrek et al., 2016).”
BackgroundMethodKessler, R. C., Lane, M., Stang, P. E., & Van Brunt, D. L. (2009) · Psychological Medicine · doi:10.1017/s0033291708003309 · Cited by 183 · see citing works
Work stressors and impaired sleep: rumination as a mediator
Berset, M., Elfering, A., Lüthy, S., Lüthi, S., & Semmer, N. K. (2010) · Stress and Health · doi:10.1002/smi.1337 · Cited by 182 · see citing works
From Recovery to Regulation: An Attempt to Reconceptualize ‘Recovery from Work’
Zijlstra, F., Cropley, M., & Rydstedt, L. W. (2014) · Stress and Health · doi:10.1002/smi.2604 · Cited by 170 · see citing works
Self-citationCropley, M., & Zijlstra, F. R. H. (2011) · Handbook of Stress in the Occupations · doi:10.4337/9780857931153.00060 · Cited by 155 · see citing works
Self-citationQuerstret, D., Cropley, M., & Fife‐Schaw, C. (2016) · Journal of Occupational Health Psychology · doi:10.1037/ocp0000028 · Cited by 144 · see citing works
Self-citationSyrek, C. J., & Antoni, C. H. (2014) · Journal of Occupational Health Psychology · doi:10.1037/a0037127 · Cited by 143 · see citing works
Fantasy proneness and cognitive failures as correlates of dissociative experiences
Merckelbach, H. L. G. J., Muris, P., & Rassin, E. (1999) · Personality and Individual Differences · doi:10.1016/s0191-8869(98)00193-7 · Cited by 135 · see citing works
Meier, L. L., Cho, E., & Dumani, S. (2015) · Journal of Organizational Behavior · doi:10.1002/job.2039 · Cited by 117 · see citing works
The differential role of mental rumination among industrial and knowledge workers
Pravettoni, G., Cropley, M., Leotta, S., & Bagnara, S. (2007) · Ergonomics · doi:10.1080/00140130701676088 · Cited by 89 · see citing works
Self-citationQuerstret, D., Cropley, M., Kruger, P., & Heron, R. (2016) · European Journal of Work and Organizational Psychology · doi:10.1080/1359432x.2015.1015516 · Cited by 80 · see citing works
Self-citationThe autonomic phenotype of rumination
Ottaviani, C., Shapiro, D., Davydov, D. M., Goldstein, I. B., & Mills, P. J. (2009) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2008.12.014 · Cited by 77 · see citing works
Spatially Distributed Effects of Mental Exhaustion on Resting-State FMRI Networks
Esposito, F., Otto, T., Zijlstra, F., & Goebel, R. (2014) · PLoS ONE · doi:10.1371/journal.pone.0094222 · Cited by 66 · see citing works
Self-citationRumination, Mood and Cognitive Performance
Brinker, J. K., Campisi, M., Gibbs, L., & Izzard, R. (2013) · Psychology · doi:10.4236/psych.2013.43a034 · Cited by 65 · see citing works
Suadicani, P., Heina, H. O., & Gyntelberg, F. (1993) · Atherosclerosis · doi:10.1016/0021-9150(93)90113-9 · Cited by 63 · see citing works
Mor, N., & Daches, S. (2015) · Clinical Psychological Science · doi:10.1177/2167702615578130 · Cited by 28 · see citing works
Cognitive Flexibility Inventory
Dennis, J. P., & Wal, J. S. V. (2010) · PsycTESTS Dataset · doi:10.1037/t35973-000 · Cited by 4 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Kun, B., Urbán, R., Bőthe, B., Griffiths, M. D., Demetrovics, Z., & Kökönyei, G. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17197332 · Cited by 44 · see citing works
Wu, Q., Cao, H., & Du, H. (2023) · Psychology Research and Behavior Management · doi:10.2147/prbm.s403744 · Cited by 39 · see citing works
Cropley, M., & Collis, H. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00821 · Cited by 42 · see citing works
Self-citationAlways on, never done? How the mind recovers after a stressful workday?
Wendsche, J., de Bloom, J., Syrek, C. J., & Vahle‐Hinz, T. (2021) · German Journal of Human Resource Management Zeitschrift für Personalforschung · doi:10.1177/23970022211004598 · Cited by 37 · see citing works
Weigelt, O., & Syrek, C. (2017) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph14121606 · Cited by 30 · see citing works
Need for recovery in relation to effort from work and health in four occupations
Wentz, K., Gyllensten, K., Sluiter, J. K., & Hagberg, M. (2019) · International Archives of Occupational and Environmental Health · doi:10.1007/s00420-019-01476-7 · Cited by 28 · see citing works
Psychological Processes in Chronic Embitterment: The Potential Contribution of Rumination
Dunn, J. M., & Sensky, T. (2018) · Psychological Trauma · doi:10.1037/tra0000291 · Cited by 18 · see citing works
Yang, H.-T., Zhang, L., Wu, Y., & Shi, H. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.767164 · Cited by 19 · see citing works
Nasir, H., Tan, C., & Pheh, K. S. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18178978 · Cited by 17 · see citing works
Steketee, A. M., Archibald, T., & Harden, S. M. (2020) · Implementation Science · doi:10.1186/s13012-020-01002-1 · Cited by 17 · see citing works
Rosario-Hernández, E., Rovira-Millán, L. V., & Merino‐Soto, C. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.774472 · Cited by 13 · see citing works
Plessis, A. S. D., & Beer, L. T. D. (2022) · management revue · doi:10.5771/0935-9915-2022-3-335 · Cited by 12 · see citing works
The effects of daily supervisor negative feedback on employee creativity
Dong, N., Yin, K., Lu, X. I. N. G., Xin, S. U. N., & Yanan, D. O. N. G. (2023) · Acta Psychologica Sinica · doi:10.3724/sp.j.1041.2023.00831 · Cited by 10 · see citing works
Weiher, G. M., Varol, Y. Z., & Horz, H. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.935775 · Cited by 11 · see citing works
Cognitive flexibility and the work context: Integrative literature review
Martins, J. T., & Gonçalves, J. (2022) · Psicologia - Teoria e Prática · doi:10.5935/1980-6906/eptpsp14027.en · Cited by 10 · see citing works
Xu, A. J., Sun, H., & Ma, J. (2026) · Human Resource Management · doi:10.1002/hrm.70050 · Cited by 9 · see citing works
Toyoshima, K., Ichiki, M., Inoue, T., Shimura, A., Masuya, J., Fujimura, Y., Higashi, S., & Kusumi, I. (2021) · BioPsychoSocial Medicine · doi:10.1186/s13030-021-00218-x · Cited by 7 · see citing works
Michel-Kröhler, A., Wessa, M., & Berti, S. (2023) · PLoS ONE · doi:10.1371/journal.pone.0288450 · Cited by 6 · see citing works
Schoellbauer, J., Tement, S., & Korunka, C. (2023) · Journal of Happiness Studies · doi:10.1007/s10902-023-00628-4 · Cited by 6 · see citing works
Kalani, S., Asanjarani, F., & Rajabi, M. (2023) · Current Psychology · doi:10.1007/s12144-023-04978-3 · Cited by 6 · see citing works
Zeng, C., Rahmani, D., & Okafor, B. E. (2022) · Communication Studies · doi:10.1080/10510974.2022.2089190 · Cited by 4 · see citing works
Work-related rumination declines with age but is moderated by gender
Cropley, M., Rydstedt, L. W., Chelidoni, O., Ollis, L., & Querstret, D. (2023) · Work · doi:10.3233/wor-220288 · Cited by 5 · see citing works
Self-citationMoghaddam, L. F., Sheikhi, S. S., Nasrollah, S., & Hoorsan, R. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-06150-y · Cited by 3 · see citing works
Yao, L., Li, S., Yao, L., Fang, Y., Gao, C., Chai, Y., Yi, X., Jia, Q., & Dai, J. (2025) · Evaluation & the Health Professions · doi:10.1177/01632787251316854 · Cited by 3 · see citing works
App-based self-trainings targeting strain recovery and their effect on concentration
Hartner‐Tiefenthaler, M., & Schoellbauer, J. (2023) · Scientific Reports · doi:10.1038/s41598-023-45906-6 · Cited by 2 · see citing works
Digital insomnia therapeutic as a workplace performance solution for improving productivity
Russell, J. P., Teotia, A., Kalmbach, D. A., Drake, C., & Cheng, P. (2026) · Sleep Medicine · doi:10.1016/j.sleep.2026.108896 · Cited by 2 · see citing works
Flexibilidade cognitiva e o contexto de trabalho: Revisão integrativa da literatura
Martins, J. T., & Gonçalves, J. (2022) · Psicologia - Teoria e Prática · doi:10.5935/1980-6906/eptpsp14027.pt · Cited by 2 · see citing works
KARAKAVAK, Z., TİRYAKİ, S., & Menteşe, F. G. (2023) · Uluslararası İktisadi ve İdari İncelemeler Dergisi · doi:10.18092/ulikidince.1342947 · Cited by 2 · see citing works
Chronic embitterment – its management in Occupational Health
Sensky, T. (2020) · Occupational Medicine · doi:10.1093/occmed/kqaa108 · Cited by 2 · see citing works
Silva‐Costa, A., Souto, E. P., Rotenberg, L., & Griep, R. H. (2023) · Cadernos Saúde Coletiva · doi:10.1590/1414-462x202331030001 · Cited by 1 · see citing works
Nakamura, S., & Kobayashi, M. (2024) · Discover Psychology · doi:10.1007/s44202-024-00291-7 · Cited by 1 · see citing works
Basińska, B., Schaufeli, W. B., & Gruszczyńska, E. (2025) · Anxiety Stress & Coping · doi:10.1080/10615806.2025.2471325 · Cited by 1 · see citing works
Measuring Executive function: Performance-based versus self-report, evidence from a community sample
Çakır, R., Karahan, M., & Alpay, E. H. (2025) · Applied Neuropsychology Adult · doi:10.1080/23279095.2025.2601965 · Cited by 1 · see citing works
Borawski, D., Rozpara, B., & Ginalska, K. (2025) · Personality and Individual Differences · doi:10.1016/j.paid.2025.113618 · Cited by 1 · see citing works
İşyeri Nezaketsizliğinin Çalışan Sessizliğine Etkisinde Ruminasyonun Aracı Rolü
ÇİÇEK, B., & Çoban, R. (2024) · Anadolu Üniversitesi Sosyal Bilimler Dergisi · doi:10.18037/ausbd.1518793
Do Perfectionism and Work Centrality Trigger Work-Related Rumination? An Empirical Study on Lawyers
Yılmaz, F. T., & DEMİR, F. (2025) · Eskişehir Osmangazi Üniversitesi İktisadi ve İdari Bilimler Dergisi · doi:10.17153/oguiibf.1597033
DEMİR, F. (2025) · Çukurova Üniversitesi Sosyal Bilimler Enstitüsü Dergisi · doi:10.35379/cusosbil.1520574
Toyoshima, K., Ichiki, M., Inoue, T., Shimura, A., Masuya, J., Fujimura, Y., Higashi, S., & Kusumi, I. (2021) · Figshare · doi:10.6084/m9.figshare.16726660
Hu, W., Xie, X., Xu, X., Wei, S., Zhu, L., & An, Y. (2026) · BMJ Open · doi:10.1136/bmjopen-2025-106481
Lumapas, M. J. F., & Espina, E. A. (2026) · Psychology and Education A Multidisciplinary Journal · doi:10.70838/pemj.531007
Cropley, M., & Ciobotaru, D. (2026) · Cogent Psychology · doi:10.1080/23311908.2026.2670046
Self-citationBanishetty, S., Elembilassery, V., Dutta, T., & Kundu, R. (2026) · Journal of Organizational Effectiveness People and Performance · doi:10.1108/joepp-06-2025-0447 · Cited by 1 · see citing works
Fu, J., Chen, C., & Lai, X. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1955185
Grimm, E., & Agrigoroaei, S. (2026) · Psychophysiology · doi:10.1111/psyp.70388
Corthorne, S., Wakelin, K., & Jones, C. J. (2026) · Veterinary Record · doi:10.1002/vetr.71214
- Authors
- Cropley, M., Zijlstra, F. R. H., Querstret, D., & Beck, S.
- Affiliations
- University of Surrey (GB)
- Maastricht University (NL)
- Corresponding author
- Cropley, Mark
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2016-09-30
- Volume
- 7
- Pages
- 1524-1524
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC5043057
- OpenAlex
- W2527331508
- Cited by
- 46
- References
- 47
- Citations by year
- 2026: 9 · 2025: 6 · 2024: 3 · 2023: 9 · 2022: 5 · 2021: 7 · 2020: 4 · 2019: 1 · 2018: 1 · 2017: 1
- FWCI
- 1.57
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Publications (Maastricht University) (acceptedVersion, cc-by)
- Surrey Research Insight Open Access (The University of Surrey) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Research Publications (Maastricht University) (submittedVersion, other-oa)
- Topics
- Social Sciences › Psychology › Social Psychology › Workaholism, burnout, and well-being
- Health Sciences › Health Professions › General Health Professions › Workplace Health and Well-being
- Life Sciences › Neuroscience › Cognitive Neuroscience › Mind wandering and attention
- Keywords
- work-related rumination, executive function, cognitive failure, cognitive flexibility, situational awareness, attentional lapses, working memory, project implementation, employee well-being, work-life boundaries
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