A Multilevel Approach to Explore the Wandering Mind and Its Connections with Mindfulness and Personality
Open accessAbstract
We propose an innovative approach to study Mind Wandering (MW), and we present an application of this methodology to study the effects of a Mindfulness-Oriented Meditation (MOM) training. We assessed individuals’ MW through a free association task and an attentional task with thought-probes combined with a questionnaire for the phenomenological characteristic of each MW episode. We used the Temperament and Character Inventory to assess participants’ personality traits and their associations with measures of MW. Our study was limited by the course of the Covid-19 pandemic and only nine healthy young individuals completed the testing sessions, which were carried out before and after the MOM training. After MOM, participants showed fewer repetitive and self-relevant thoughts and indices of better performance in the attentional task; the linguistic analysis of participants’ free associations showed lower verbal productivity and a decrease in utterances that expressed anxiety/stress. Overall, we foresee that future studies could replicate our preliminary findings with larger samples and in a period without a global health emergency. This multilevel approach to the study of MW may allow researchers to gain a broader view of the phenomenon, considering its occurrence, qualitative characteristics, impact on cognitive tasks, malleability via mindfulness or other psychological interventions, and relations with personality traits.
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?
Only one study has employed the TCI in relation to the assessment of verbal expression.
“To the best of our knowledge, an only study employed the TCI in relation to the assessment of verbal expression (Cantone et al., 2021).”
From The Role of Personality in Language Learning (2026) · cites this paper as Cantone et al., 2021
The Methods (section 3.8) describe both TCI scales and linguistic indices of speech from a free-association task, and the Results (section 4.5) correlate TCI scores with a measure of participants’ utterances. This supports identifying Cantone et al. as a study relating TCI to verbal expression, but the paper does not establish that it was the only such study. (LLM, conf=0.86)
Experimental — accuracy not yet measured
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
A default mode of brain function
Raichle, M. E., MacLeod, A. M., Snyder, A. Z., Powers, W. J., Gusnard, D. A., & Shulman, G. L. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.98.2.676 · Cited by 12,190 · see citing works
Mindfulness: A proposed operational definition.
Bishop, S. R., Lau, M., Shapiro, S., Carlson, L., Anderson, N. D., Carmody, J., Segal, Z. V., Abbey, S., Speca, M., Velting, D., et al. (2004) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.bph077 · Cited by 7,234 · see citing works
Hölzel, B. K., Lazar, S. W., Gard, T., Schuman-Olivier, Z., Vago, D. R., & Ott, U. (2011) · Perspectives on Psychological Science · doi:10.1177/1745691611419671 · Cited by 3,024 · see citing works
The Neuroscience of Mindfulness Meditation
Tang, Y.-Y., Hölzel, B. K., & Posner, M. I. (2015) · Nature reviews. Neuroscience · doi:10.1038/nrn3916 · Cited by 2,889 · see citing works
A wandering mind is an unhappy mind
Killingsworth, M. A., & Gilbert, D. T. (2010) · Science · doi:10.1126/science.1192439 · Cited by 2,575 · see citing works
Andrews‐Hanna, J. R., Smallwood, J., & Spreng, R. N. (2014) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.12360 · Cited by 2,102 · see citing works
Christoff, K., Gordon, A. M., Smallwood, J., Smith, R., & Schooler, J. W. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0900234106 · Cited by 1,769 · see citing works
The Science of Mind Wandering: Empirically Navigating the Stream of Consciousness
Smallwood, J., & Schooler, J. W. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-010814-015331 · Cited by 1,685 · see citing works
Brewer, J. A., Worhunsky, P. D., Gray, J. R., Tang, Y.-Y., Weber, J., & Kober, H. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1112029108 · Cited by 1,409 · see citing works
Mind-wandering as spontaneous thought: a dynamic framework
Christoff, K., Irving, Z. C., Fox, K. C. R., Spreng, R. N., & Andrews-Hanna, J. R. (2016) · Nature Reviews Neuroscience · doi:10.1038/nrn.2016.113 · Cited by 1,376 · cited 2× · see citing works
“In particular, the linguistic analysis of free association allowed us to examine MW, not simply considering them in relation to an ongoing task, as in the SART protocol [13,14] but as a member of the family of spontaneous-thought processes—a family that also includes creative thoughts and dreaming [3].”
BackgroundMeditation, mindfulness and cognitive flexibility
Moore, A., & Malinowski, P. (2009) · Consciousness and Cognition · doi:10.1016/j.concog.2008.12.008 · Cited by 1,220 · see citing works
Mrazek, M. D., Franklin, M. S., Phillips, D. T., Baird, B., & Schooler, J. W. (2013) · Psychological Science · doi:10.1177/0956797612459659 · Cited by 1,063 · see citing works
Phenomenal characteristics of memories for perceived and imagined autobiographical events.
Johnson, M. K., Foley, M. A., Suengas, A. G., & Raye, C. L. (1988) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.117.4.371 · Cited by 1,046 · see citing works
Kane, M. J., Brown, L. H., McVay, J. C., Silvia, P. J., Myin-Germeys, I., & Kwapil, T. R. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01948.x · Cited by 979 · see citing works
Fox, K. C. R., Spreng, R. N., Ellamil, M., Andrews-Hanna, J. R., & Christoff, K. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.02.039 · Cited by 690 · see citing works
The costs and benefits of mind-wandering: A review.
Mooneyham, B. W., & Schooler, J. W. (2013) · Canadian Journal of Experimental Psychology/Revue canadienne de psychologie expérimentale · doi:10.1037/a0031569 · Cited by 674 · see citing works
Mindfulness and mind-wandering: finding convergence through opposing constructs
Mrazek, M. D., Smallwood, J., & Schooler, J. W. (2012) · Emotion · doi:10.1037/a0026678 · Cited by 600 · see citing works
Neural mechanisms of attentional control in mindfulness meditation
Malinowski, P. (2013) · Frontiers in Neuroscience · doi:10.3389/fnins.2013.00008 · Cited by 547 · see citing works
Mind-wandering: Phenomenology and function as assessed with a novel experience sampling method
Stawarczyk, D., Majerus, S., Maj, M., der Linden, M. V., & D’Argembeau, A. (2011) · Acta Psychologica · doi:10.1016/j.actpsy.2011.01.002 · Cited by 508 · see citing works
Frequency, characteristics and functions of future‐oriented thoughts in daily life
D'Argembeau, A., Renaud, O., & Van der Linden, M. (2011) · Applied Cognitive Psychology · doi:10.1002/acp.1647 · Cited by 428 · see citing works
Smallwood, J., Fishman, D. J. F., & Schooler, J. W. (2007) · Psychonomic Bulletin & Review · doi:10.3758/bf03194057 · Cited by 388 · see citing works
Involuntary (spontaneous) mental time travel into the past and future
Berntsen, D., & Jacobsen, A. S. (2008) · Consciousness and Cognition · doi:10.1016/j.concog.2008.03.001 · Cited by 327 · see citing works
Temperament and Character Inventory
Cloninger, C. R., Przybeck, T. R., Švrakić, D. M., & Wetzel, R. D. (1994) · PsycTESTS Dataset · doi:10.1037/t03902-000 · Cited by 326 · see citing works
Meditation leads to reduced default mode network activity beyond an active task
Garrison, K. A., Zeffiro, T. A., Scheinost, D., Constable, R. T., & Brewer, J. A. (2015) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-015-0358-3 · Cited by 295 · see citing works
A mind you can count on: validating breath counting as a behavioral measure of mindfulness
Levinson, D. B., Stoll, E. L., Kindy, S. D., Merry, H. L., & Davidson, R. J. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01202 · Cited by 287 · see citing works
Smilek, D., Carriere, J. S. A., & Cheyne, J. A. (2010) · Psychological Science · doi:10.1177/0956797610368063 · Cited by 284 · see citing works
Not all mind wandering is created equal: dissociating deliberate from spontaneous mind wandering
Seli, P., Carriere, J. S. A., & Smilek, D. (2015) · Psychological Research · doi:10.1007/s00426-014-0617-x · Cited by 262 · see citing works
A multi-level approach to the analysis of narrative language in aphasia
Marini, A., Andreetta, S., Tin, S. D., & Carlomagno, S. (2011) · Aphasiology · doi:10.1080/02687038.2011.584690 · Cited by 255 · see citing works
Pathological switching between languages after frontal lesions in a bilingual patient
Fabbro, F. (2000) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp.68.5.650 · Cited by 248 · see citing works
Minds “At Attention”: Mindfulness Training Curbs Attentional Lapses in Military Cohorts
Jha, A. P., Morrison, A. B., Dainer‐Best, J., Parker, S. C., Rostrup, N., & Stanley, E. A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0116889 · Cited by 226 · see citing works
The Spiritual Brain: Selective Cortical Lesions Modulate Human Self-Transcendence
Urgesi, C., Aglioti, S. M., Škrap, M., & Fabbro, F. (2010) · Neuron · doi:10.1016/j.neuron.2010.01.026 · Cited by 222 · see citing works
Matiz, A., Fabbro, F., Paschetto, A., Cantone, D., Paolone, A. R., & Crescentini, C. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17186450 · Cited by 204 · see citing works
Self-citationAndrews-Hanna, J. R., Kaiser, R. H., Turner, A. E. J., Reineberg, A. E., Godinez, D., Dimidjian, S., & Banich, M. T. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00900 · Cited by 184 · see citing works
Taming a wandering attention: short-form mindfulness training in student cohorts
Morrison, A. B., Goolsarran, M., Rogers, S. L., & Jha, A. P. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00897 · Cited by 177 · see citing works
Phenomenology of future-oriented mind-wandering episodes
Stawarczyk, D., Cassol, H., & D'Argembeau, A. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00425 · Cited by 176 · see citing works
Practice Is Protective: Mindfulness Training Promotes Cognitive Resilience in High-Stress Cohorts
Jha, A. P., Morrison, A. B., Parker, S. C., & Stanley, E. A. (2016) · Mindfulness · doi:10.1007/s12671-015-0465-9 · Cited by 172 · see citing works
Robison, M. K., Gath, K. I., & Nash Unsworth, A. (2016) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2016.1145706 · Cited by 126 · see citing works
The default network and the combination of cognitive processes that mediate self-generated thought
Axelrod, V., Rees, G., & Bar, M. (2017) · Nature Human Behaviour · doi:10.1038/s41562-017-0244-9 · Cited by 111 · see citing works
The ARSQ 2.0 reveals age and personality effects on mind-wandering experiences
Diaz, B. A., van der Sluis, S., Benjamins, J. S., Stoffers, D., Hardstone, R., Mansvelder, H. D., Someren, E. J. W. V., & Linkenkaer‐Hansen, K. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00271 · Cited by 105 · see citing works
Mindfulness meditation and explicit and implicit indicators of personality and self-concept changes
Crescentini, C., & Capurso, V. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00044 · Cited by 88 · see citing works
Self-citationMindfulness-oriented meditation improves self-related character scales in healthy individuals
Campanella, F., Crescentini, C., Urgesi, C., & Fabbro, F. (2014) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2014.03.009 · Cited by 76 · see citing works
Self-citationMeditation and the Wandering Mind: A Theoretical Framework of Underlying Neurocognitive Mechanisms
Brandmeyer, T., & Arnaud Delorme, A. (2020) · Perspectives on Psychological Science · doi:10.1177/1745691620917340 · Cited by 72 · see citing works
Mindfulness and cognitive functions: Toward a unifying neurocognitive framework
Raffone, A., & Srinivasan, N. (2017) · Mindfulness · doi:10.1007/s12671-016-0654-1 · Cited by 64 · see citing works
Crescentini, C., Urgesi, C., Campanella, F., Eleopra, R., & Fabbro, F. (2014) · Consciousness and Cognition · doi:10.1016/j.concog.2014.09.013 · Cited by 52 · see citing works
Self-citationGiannandrea, A., Simione, L., Pescatori, B., Ferrell, K., Belardinelli, M. O., Hickman, S. D., & Raffone, A. (2018) · Mindfulness · doi:10.1007/s12671-018-1070-5 · Cited by 36 · see citing works
Rabeyron, T., & Massicotte, C. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00366 · Cited by 34 · see citing works
Matiz, A., Fabbro, F., & Crescentini, C. (2018) · Mindfulness · doi:10.1007/s12671-017-0865-0 · Cited by 33 · see citing works
Self-citationMindfulness Training and Attentional Control in Older Adults: a Randomized Controlled Trial
Whitmoyer, P. R., Fountain-Zaragoza, S., Andridge, R., Bredemeier, K., Londerée, A., Kaye, L., & Prakash, R. (2018) · Mindfulness · doi:10.1007/s12671-019-01218-3 · Cited by 31 · see citing works
Neural activity during free association to conflict–related sentences
Kehyayan, A., Best, K., Schmeing, J.-B., Axmacher, N., & Kessler, H. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00705 · Cited by 31 · see citing works
Facing the experience of pain: A neuropsychological perspective
Fabbro, F., & Crescentini, C. (2013) · Physics of Life Reviews · doi:10.1016/j.plrev.2013.12.010 · Cited by 29 · see citing works
Self-citationThought Flow: Properties and Mechanisms Underlying Shifts in Content
(1999) · Psychology Press eBooks · doi:10.4324/9781410601179-7 · Cited by 27 · see citing works
Delvecchio, G., Garzitto, M., Fagnani, C., Fornasari, L., Stazi, M. A., Picardi, A., Ciappolino, V., Fabbro, F., Altamura, A. C., & Brambilla, P. (2016) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.06.014 · Cited by 15 · see citing works
Verbal Productivity as a Measure of Change in Affective Status
Aronson, H., & Weintraub, W. (1967) · Psychological Reports · doi:10.2466/pr0.1967.20.2.483 · Cited by 14 · see citing works
Fabbro, A., Crescentini, C., D’Antoni, F., & Fabbro, F. (2019) · The Journal of General Psychology · doi:10.1080/00221309.2019.1570910 · Cited by 4 · see citing works
Self-citationKris, A. O. (2013) · Routledge eBooks · doi:10.4324/9780203766439 · Cited by 4 · see citing works
Metodo ed efficacia della meditazione orientata alla mindfulness
Fabbro, F., & Crescentini, C. (2017) · Institutional Research Information System (University of Udine) · doi:10.1421/87334 · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- [35]Ericsson K.A. Simon H.A. Protocol Analysis: Verbal Reports as Data The MIT Press Cambridge, MA, USA 1984
Cited by
Sorted by citations
On the relationship between mind wandering and mindfulness
Belardi, A., Chaieb, L., Rey-Mermet, A., Mormann, F., Rothen, N., Fell, J., & Reber, T. P. (2022) · Scientific Reports · doi:10.1038/s41598-022-11594-x · Cited by 31 · see citing works
Dadhich, A., Patel, J., Tiwari, R., Verma, R., Mishra, P., & Jain, J. K. (2023) · Healthcare Analytics · doi:10.1016/j.health.2023.100286 · Cited by 12 · see citing works
Sorella, S., Crescentini, C., Matiz, A., Chang, M., & Grecucci, A. (2025) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2025.1515902 · Cited by 8 · see citing works
Self-citationSomaraju, L. H., Temple, E. C., Cocks, B., & Bizo, L. A. (2024) · Psychological Reports · doi:10.1177/00332941231152391 · Cited by 3 · see citing works
Mindfulness as a Mediator Between Mind-Wandering and Creative Abilities
Abd-Eldayem, R. M. A., & Shaheen, N. A.-E. A. (2021) · American Journal of Applied Psychology · doi:10.11648/j.ajap.20211006.12 · Cited by 3 · see citing works
The Role of Personality in Language Learning
Mrzyglod, E., Esposito, A., Fabbro, A., Fabbro, F., Crescentini, C., & Matiz, A. (2026) · Psychology of Language and Communication · doi:10.58734/plc-2026-0004
Self-citationالشرود الذهني وإعاقة الذات كمنبئين بالإخفاق المعرفي لدي عينة من طلاب الجامعة
إبراهيم, د. أ. م. ع. (2023) · Mağallaẗ Al-Dirāsāt Al-Insāniyyah wal-Adabiyyah /Mağallaẗ Al-Dirāsāt Al-Insāni yyaẗ wa Al-Adabiyyaẗ · doi:10.21608/shak.2023.316512
Sorella, S., Matiz, A., Chittaro, L., Malinowski, P., & Crescentini, C. (2026) · Current Psychology · doi:10.1007/s12144-026-09946-1
Self-citation
- Authors
- Cantone, D., Feruglio, S., Crescentini, C., Cinot, S., & Matiz, A.
- Affiliations
- University of Udine (IT)
- Corresponding author
- Cantone, Damiano
- Venue
- Behavioral Sciences
- Publisher
- MDPI AG
- Published
- 2021-09-18
- Volume
- 11
- Issue
- 9
- Pages
- 125
- ISSN
- 2076-328X (ISSN-L)
- PMC
- PMC8469085
- OpenAlex
- W3200277931
- Cited by
- 7
- References
- 56
- Citations by year
- 2026: 1 · 2025: 1 · 2023: 3 · 2022: 1 · 2021: 1
- FWCI
- 0.66
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Behavioral Sciences (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- IRIS Research product catalog (Sapienza University of Rome) (submittedVersion, cc-by)
- Institutional Research Information System (University of Udine) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Mind wandering and attention
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- mind wandering, personality traits, free association, thought probes, attention, repetitive thinking, stress and anxiety, multilevel analysis
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