The Role of Well-Being, Divergent Thinking, and Cognitive Reserve in Different Socio-Cultural Contexts
Abstract
:1. Introduction
1.1. What Is Missing?
1.2. Questions
2. Materials and Methods
2.1. Participants
2.2. Procedures
2.3. Instruments
2.3.1. Global Cognitive Functioning
2.3.2. Neuropsychological Testing
2.3.3. Cognitive Reserve Index Questionnaire
2.3.4. Parallel Line Test (Torrance Tests of Creativity Thinking)
2.3.5. Psychological Well-Being
2.4. Statistical Analyses
3. Results
3.1. Spearman’s Correlation Coefficients
3.1.1. Blue Zone
3.1.2. Milan
3.1.3. Cagliari
3.1.4. Bergamo
3.2. Generalized Linear Models
3.2.1. Personal Well-Being
3.2.2. Cognitive Reserve
3.2.3. Neuropsychological Battery
3.2.4. Depression, Anxiety, Stress Scale
3.2.5. Divergent Thinking
4. Discussion
4.1. Exploring Determinants of Successful Aging in BZ
4.1.1. Psychological Well-Being and Depressive Indices
4.1.2. Cognitive Reserve
4.1.3. Cognitive Functioning
4.1.4. Divergent Thinking
4.2. Implications
4.3. What Are the Relationships Between DT, CR, Cognitive Functioning, and PWB Within Each Different Context?
4.3.1. Relationships Between PWB and Other Variables
4.3.2. DT, CR, and Cognitive Functioning Relationships
4.3.3. Contextual Differences
4.4. Implications for Interventions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
PWB_PS | PWB_EC | PWB_CS | DASS_Dep | DASS_Anxiety | DASS_Stress | CR_S | CR_WR | CR_LA | Digit_FW | Digit_BW | TMT_A | TMT_B | TMT_B-A | Fluency | Flexibility | Originality | Elaboration | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PWB_PS | ||||||||||||||||||
PWB_EC | 0.460 ** | |||||||||||||||||
PWB_CS | 0.712 ** | 0.530 ** | ||||||||||||||||
DASS_dep | −0.467 ** | −0.249 | −0.387 * | |||||||||||||||
DASS_anxiety | 0.013 | 0.045 | −0.156 | 0.416 ** | ||||||||||||||
DASS_stress | −0.302 | −0.041 | −0.196 | 0.589 ** | 0.210 | |||||||||||||
CR_S | −0.068 | 0.277 | 0.161 | −0.197 | −0.123 | 0.013 | ||||||||||||
CR_WR | 0.108 | 0.456 ** | 0.327 * | −0.330 * | −0.076 | −0.134 | 0.584 ** | |||||||||||
CR_LA | 0.032 | 0.372 * | 0.137 | −0.146 | −0.011 | 0.240 | 0.519 ** | 0.356 * | ||||||||||
Digit_FW | −0.165 | 0.095 | −0.004 | −0.236 | −0.088 | −0.028 | 0.311 * | 0.478 ** | 0.192 | |||||||||
Digit_BW | 0.035 | −0.046 | −0.022 | −0.247 | 0.088 | −0.078 | 0.120 | 0.264 | 0.252 | 0.586 ** | ||||||||
TMT_A | 0.113 | −0.252 | −0.262 | 0.161 | 0.197 | 0.192 | −0.274 | −0.313 * | −0.215 | −0.380 * | −0.324 * | |||||||
TMT_B | 0.176 | −0.192 | −0.079 | 0.077 | 0.072 | 0.116 | −0.251 | −0.318 * | −0.287 | −0.436 ** | −0.505 ** | 0.834 ** | ||||||
TMT_B-A | 0.166 | −0.146 | 0.011 | 0.038 | −0.027 | 0.072 | −0.156 | −0.205 | −0.271 | −0.418 ** | −0.554 ** | 0.600 ** | 0.923 ** | |||||
Fluency | −0.046 | 0.231 | 0.141 | −0.221 | −0.063 | 0.146 | 0.313 * | 0.439 ** | 0.537 ** | 0.269 | 0.404 ** | −0.379 * | −0.325 * | −0.195 | ||||
Flexibility | −0.064 | 0.269 | 0.101 | −0.249 | −0.073 | 0.043 | 0.356 * | 0.496 ** | 0.471 ** | 0.346 * | 0.416 ** | −0.385 * | −0.370 * | −0.245 | 0.963 ** | |||
Originality | −0.048 | 0.191 | 0.124 | −0.218 | −0.102 | 0.177 | 0.208 | 0.343 * | 0.506 ** | 0.138 | 0.309 * | −0.266 | −0.205 | −0.077 | 0.947 ** | 0.884 ** | ||
Elaboration | −0.010 | 0.188 | 0.083 | −0.265 | −0.151 | −0.044 | 0.141 | 0.326 * | 0.445 ** | 0.173 | 0.364 * | −0.278 | −0.264 | −0.149 | 0.725 ** | 0.718 ** | 0.748 ** |
PWB_PS | PWB_EC | PWB_CS | DASS_Dep | DASS_Anxiety | DASS_Stress | CR_S | CR_WR | CR_LA | Digit_FW | Digit_BW | TMT_A | TMT_B | TMT_B-A | Fluency | Flexibility | Originality | Elaboration | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PWB_PS | ||||||||||||||||||
PWB_EC | 0.503 ** | |||||||||||||||||
PWB_CS | 0.639 ** | 0.553 ** | ||||||||||||||||
DASS_dep | −0.112 | −0.114 | −0.024 | |||||||||||||||
DASS_anxiety | −0.003 | 0.108 | 0.069 | 0.284 * | ||||||||||||||
DASS_stress | 0.039 | 0.204 | 0.092 | 0.445 ** | 0.389 ** | |||||||||||||
CR_S | −0.104 | 0.136 | 0.041 | −0.016 | 0.046 | 0.141 | ||||||||||||
CR_WR | 0.189 | 0.169 | 0.328 * | 0.109 | 0.110 | 0.266 | 0.504 ** | |||||||||||
CR_LA | 0.093 | 0.213 | 0.171 | −0.187 | 0.162 | 0.119 | 0.505 ** | 0.260 | ||||||||||
Digit_FW | −0.118 | −0.014 | −0.087 | 0.215 | −0.011 | 0.226 | 0.230 | −0.064 | 0.079 | |||||||||
Digit_BW | 0.065 | −0.110 | −0.161 | 0.045 | 0.218 | −0.075 | −0.071 | −0.289 * | 0.091 | 0.274 | ||||||||
TMT_A | −0.072 | −0.194 | −0.083 | −0.028 | −0.118 | −0.212 | 0.013 | −0.133 | −0.204 | −0.265 | 0.012 | |||||||
TMT_B | 0.301 * | −0.065 | 0.142 | 0.025 | −0.056 | −0.055 | −0.229 | −0.078 | −0.246 | −0.267 | −0.121 | 0.575 ** | ||||||
TMT_B-A | 0.411 ** | 0.067 | 0.258 | −0.002 | 0.030 | 0.032 | −0.271 | −0.046 | −0.232 | −0.169 | −0.173 | 0.235 | 0.901 ** | |||||
Fluency | 0.004 | 0.095 | 0.017 | −0.089 | 0.167 | 0.085 | 0.218 | 0.372 ** | 0.094 | 0.027 | 0.037 | −0.147 | −0.390 ** | −0.337 * | ||||
Flexibility | 0.073 | 0.104 | 0.052 | −0.159 | 0.121 | 0.047 | 0.294 * | 0.374 ** | 0.120 | 0.126 | 0.052 | −0.153 | −0.277 | −0.201 | 0.899 ** | |||
Originality | 0.105 | 0.126 | 0.035 | −0.109 | 0.068 | −0.005 | 0.160 | 0.364 ** | −0.032 | 0.033 | 0.087 | −0.028 | −0.265 | −0.259 | 0.895 ** | 0.798 ** | ||
Elaboration | 0.104 | 0.318 * | 0.337 * | 0.022 | 0.028 | 0.059 | 0.189 | 0.482 ** | 0.151 | −0.031 | −0.299 * | −0.183 | −0.271 | −0.216 | 0.638 ** | 0.595 ** | 0.600 ** |
PWB_PS | PWB_EC | PWB_CS | DASS_Dep | DASS_Anxiety | DASS_Stress | CR_S | CR_WR | CR_LA | Digit_FW | Digit_BW | TMT_A | TMT_B | TMT_B-A | Fluency | Flexibility | Originality | Elaboration | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PWB_PS | ||||||||||||||||||
PWB_EC | 0.706 ** | |||||||||||||||||
PWB_CS | 0.581 ** | 0.622 ** | ||||||||||||||||
DASS_dep | −0.434 * | −0.090 | −0.241 | |||||||||||||||
DASS_anxiety | −0.306 | −0.185 | −0.199 | 0.433 * | ||||||||||||||
DASS_stress | −0.259 | −0.033 | 0.005 | 0.731 ** | 0.265 | |||||||||||||
CR_S | −0.103 | −0.019 | −0.111 | 0.017 | 0.085 | −0.240 | ||||||||||||
CR_WR | 0.145 | 0.294 | −0.010 | 0.135 | −0.225 | 0.165 | 0.179 | |||||||||||
CR_LA | −0.072 | 0.089 | −0.037 | 0.102 | 0.243 | −0.129 | 0.595 ** | 0.304 | ||||||||||
Digit_FW | −0.100 | −0.141 | −0.296 | 0.019 | 0.010 | −0.157 | 0.272 | 0.138 | −0.053 | |||||||||
Digit_BW | −0.153 | 0.122 | −0.243 | 0.121 | 0.082 | 0.013 | 0.300 | 0.347 | 0.206 | 0.188 | ||||||||
TMT_A | −0.092 | −0.230 | −0.024 | 0.192 | 0.060 | 0.272 | −0.168 | −0.195 | −0.168 | −0.074 | −0.353 | |||||||
TMT_B | −0.127 | −0.153 | −0.027 | 0.213 | −0.052 | 0.186 | −0.083 | −0.274 | −0.530 ** | 0.101 | −0.139 | 0.605 ** | ||||||
TMT_B-A | −0.165 | −0.133 | −0.026 | 0.211 | −0.044 | 0.122 | −0.039 | −0.276 | −0.565 ** | 0.136 | 0.020 | 0.371 | 0.948 ** | |||||
Fluency | 0.040 | 0.179 | −0.081 | −0.074 | 0.176 | −0.204 | 0.204 | 0.054 | 0.161 | 0.294 | 0.385 * | 0.219 | 0.068 | 0.035 | ||||
Flexibility | −0.049 | 0.146 | 0.048 | −0.070 | 0.154 | −0.132 | −0.001 | 0.069 | 0.095 | 0.185 | 0.386 * | 0.196 | 0.023 | 0.031 | 0.860 ** | |||
Originality | −0.033 | 0.228 | 0.053 | 0.159 | 0.239 | 0.130 | −0.075 | 0.033 | −0.114 | 0.234 | 0.321 | 0.087 | 0.219 | 0.242 | 0.744 ** | 0.773 ** | ||
Elaboration | −0.053 | 0.093 | −0.136 | 0.033 | 0.190 | −0.013 | 0.072 | 0.036 | 0.150 | 0.365 * | 0.213 | 0.136 | 0.194 | 0.219 | 0.623 ** | 0.549 ** | 0.574 ** |
PWB_PS | PWB_EC | PWB_CS | DASS_Dep | DASS_Anxiety | DASS_Stress | CR_S | CR_WR | CR_LA | Digit_FW | Digit_BW | TMT_A | TMT_B | TMT_B-A | Fluency | Flexibility | Originality | Elaboration | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PWB_PS | ||||||||||||||||||
PWB_EC | 0.554 ** | |||||||||||||||||
PWB_CS | 0.388 * | 0.417 ** | ||||||||||||||||
DASS_dep | −0.108 | −0.127 | −0.378 * | |||||||||||||||
DASS_anxiety | −0.151 | −0.219 | −0.131 | 0.221 | ||||||||||||||
DASS_stress | −0.357 * | −0.342 * | −0.212 | 0.342 * | 0.566 ** | |||||||||||||
CR_S | −0.501 ** | −0.219 | −0.184 | −0.250 | 0.052 | −0.057 | ||||||||||||
CR_WR | −0.329 * | −0.132 | −0.118 | −0.042 | −0.171 | −0.185 | 0.423 ** | |||||||||||
CR_LA | −0.208 | −0.063 | 0.196 | −0.269 | −0.088 | −0.057 | 0.367 * | 0.157 | ||||||||||
Digit_FW | 0.195 | 0.255 | 0.154 | 0.152 | −0.052 | −0.066 | −0.181 | −0.132 | −0.216 | |||||||||
Digit_BW | −0.134 | −0.178 | −0.129 | 0.118 | 0.235 | 0.277 | −0.039 | −0.149 | −0.070 | 0.308 | ||||||||
TMT_A | 0.152 | −0.103 | 0.303 | 0.042 | −0.015 | 0.005 | −0.097 | 0.204 | 0.136 | 0.041 | 0.018 | |||||||
TMT_B | 0.210 | −0.004 | 0.230 | 0.002 | −0.147 | −0.058 | −0.342 | 0.192 | 0.067 | −0.292 | −0.144 | 0.734 ** | ||||||
TMT_B-A | 0.189 | −0.021 | 0.178 | −0.074 | −0.170 | −0.075 | −0.337 | 0.175 | 0.074 | −0.370 * | −0.198 | 0.597 ** | 0.971 ** | |||||
Fluency | −0.335 * | 0.027 | −0.051 | −0.222 | 0.258 | 0.243 | 0.474 ** | 0.125 | 0.191 | 0.059 | 0.189 | −0.449 * | −0.481 ** | −0.454 * | ||||
Flexibility | −0.488 ** | −0.042 | −0.158 | −0.009 | 0.283 | 0.351 * | 0.418 ** | 0.154 | 0.225 | 0.063 | 0.210 | −0.412 * | −0.477 ** | −0.496 ** | 0.915 ** | |||
Originality | −0.218 | 0.056 | −0.059 | −0.340 * | 0.180 | 0.195 | 0.396 * | 0.008 | 0.126 | 0.077 | 0.257 | −0.398 * | −0.492 ** | −0.459 * | 0.924 ** | 0.780 ** | ||
Elaboration | −0.271 | −0.006 | 0.082 | −0.286 | 0.156 | 0.092 | 0.240 | −0.055 | 0.313 * | 0.043 | 0.332 * | −0.314 | −0.447 * | −0.435 * | 0.662 ** | 0.606 ** | 0.708 ** |
References
- Poulain, M.; Herm, A.; Pes, G.M. The Blue Zones: Areas of exceptional longevity around the world. Vienna Yearb. Popul. Res. 2013, 11, 87–108. [Google Scholar] [CrossRef]
- Buettner, D.; Skemp, S. Blue zones: Lessons from the world’s longest lived. Am. J. Lifestyle Med. 2016, 10, 318–321. [Google Scholar] [CrossRef]
- Fastame, M.C. Well-being, food habits, and lifestyle for longevity. Preliminary evidence from the Sardinian centenarians and long-lived people of the Blue Zone. Psychol. Health Med. 2022, 27, 728–733. [Google Scholar] [CrossRef]
- Pes, G.; Poulain, M. La longevità in Ogliastra: Un viaggio attraverso i geni, il cibo e l’ambiente. Studi Ogliastrini 2017, 13, 137–154. [Google Scholar]
- Kreouzi, M.; Theodorakis, N.; Constantinou, C. Lessons learned from Blue Zones, lifestyle medicine pillars and beyond: An update on the contributions of behavior and genetics to wellbeing and longevity. Am. J. Lifestyle Med. 2024, 18, 750–765. [Google Scholar] [CrossRef]
- Ungvari, Z.; Fazekas-Pongor, V.; Csiszar, A.; Kunutsor, S.K. The multifaceted benefits of walking for healthy aging: From Blue Zones to molecular mechanisms. GeroScience 2023, 45, 3211–3239. [Google Scholar] [CrossRef]
- Van den Berg, A.E.; van Winsum-Westra, M.; De Vries, S.; Van Dillen, S.M. Allotment gardening and health: A comparative survey among allotment gardeners and their neighbors without an allotment. Environ. Health 2010, 9, 74. [Google Scholar] [CrossRef]
- Fastame, M.C.; Penna, M.P. Psychological well-being and metacognition in the fourth age: An explorative study in an Italian oldest old sample. Aging Ment. Health 2014, 18, 648–652. [Google Scholar] [CrossRef]
- Carpiniello, B.; Carta, M.G.; Rudas, N. Depression among elderly. Acta Psychiatr. Scand. 1989, 5, 445–450. [Google Scholar] [CrossRef] [PubMed]
- Ricci Bitti, P.E.; Zambianchini, M. Benessere soggettivo, stili di coping, salute fisica e mentale percepite nella terza e nella quarta età. Ric. Psicol. 2009, 2, 1000–1016. [Google Scholar] [CrossRef]
- Nedelcu, E. The impact of social relationship over health and longevity. The “Blue Zones” case. Rom. Rev. Soc. Sci. 2018, 8, 14. [Google Scholar]
- Fastame, M.C.; Ruiu, M.; Mulas, I. Hedonic and eudaimonic well-being in late adulthood: Lessons from Sardinia’s Blue Zone. J. Happiness Stud. 2022, 23, 713–726. [Google Scholar] [CrossRef]
- Madrigal-Leer, F.; Martìnez-Montandòn, A.; Solìs-Umaña, M.; Helo-Guzmàn, F.; Alfaro-Salas, K.; Barrientos-Calvo, I.; Camacho-Mora, Z.; Jimènez-Porras, V.; Estrada-Montero, S.; Morales-Martìnez, F. Clinical, functional, mental and social profile of the Nicoya Peninsula centenarians, Costa Rica, 2017. Aging Clin. Exp. Res. 2020, 32, 313–321. [Google Scholar] [CrossRef] [PubMed]
- Fastame, M.C.; Hitchcott, P.K.; Mulas, I.; Ruiu, M.; Penna, M.P. Resilience in elders of the Sardinian Blue Zone: An Explorative Study. Behav. Sci. 2018, 8, 30. [Google Scholar] [CrossRef] [PubMed]
- Fastame, M.C.; Manca, C.; Mulas, I.; Ruiu, M. Psychosocial correlates of flourishing in the late lifespan. Aging Clin. Exp. Res. 2024, 36, 68. [Google Scholar] [CrossRef]
- Fastame, M.C.; Penna, M.P.; Hitchcott, P.K. Mental health in late adulthood: What can preserve it? Appl. Res. Qual. Life 2015, 10, 459–471. [Google Scholar] [CrossRef]
- Hitchcott, P.K.; Fastame, M.C.; Penna, M.P. More to Blue Zones than long life: Positive psychological characteristics. Health Risk Soc. 2018, 20, 163–181. [Google Scholar] [CrossRef]
- Stern, Y. What is cognitive reserve? Theory and research application of the reserve concept. J. Int. Neuropsychol. Soc. 2002, 8, 448–460. [Google Scholar] [CrossRef]
- Stern, Y. Cognitive reserve and Alzheimer disease. Alzheimer Dis. Assoc. Disord. 2006, 20, 112–117. [Google Scholar] [CrossRef]
- Stern, Y. Cognitive reserve. Neuropsychologia 2009, 47, 2015–2028. [Google Scholar] [CrossRef]
- Lara, E.; Koyanagi, A.; Caballero, F.; Domènech-Abella, J.; Miret, M.; Olaya, B.; Rico-Uribe, L.; Ayuso-Mateos, J.L.; Haro, J.M. Cognitive reserve is associated with quality of life: A population-based study. Exp. Gerontol. 2017, 87, 67–73. [Google Scholar] [CrossRef]
- Coin, A.; Devita, M.; Bizzotto, M.; Bubola, A.; Manzato, E.; Sergi, G.; Trevisan, C. The association between cognitive reserve and depressive mood in older inpatients: Gender and age differences. Exp. Aging Res. 2023, 49, 173–182. [Google Scholar] [CrossRef] [PubMed]
- Cohen, J. Statistical Power Analysis for the Behavioral Sciences; Lawrence Erlbaum: Hillsdale, NJ, USA, 1988; ISBN 978-020-377-158-7. [Google Scholar] [CrossRef]
- Fastame, M.C.; Brandas, B.; Pau, M. Is cognitive reserve a determinant of functional and mental health in older people of the Sardinian Blue Zone? A mediational approach. Psychiatr. Q. 2023, 94, 617–632. [Google Scholar] [CrossRef] [PubMed]
- Yesavage, J.A.; Brink, T.L.; Rose, T.L.; Lum, O.; Huang, V.; Adey, M.; Leirer, V.O. Development and validation of a geriatric depression screening scale: A preliminary report. J. Psychiatr. Res. 1982, 17, 37–49. [Google Scholar] [CrossRef] [PubMed]
- Sheikh, J.I.; Yesavage, J.A. Geriatric Depression Scale (GDS): Recent evidence and development of a shorter version. Clin. Gerontol. J. Aging Ment. Health 1986, 5, 165–173. [Google Scholar] [CrossRef]
- Nucci, M.; Mapelli, D.; Mondini, S. Cognitive Reserve Index questionnaire (CRIq): A new instrument for measuring cognitive reserve. Aging Clin. Exp. Res. 2012, 24, 218–222. [Google Scholar] [CrossRef] [PubMed]
- Fastame, M.C.; Brandas, B.; Pau, M. Cognitive reserve, physical reserve, and cognitive efficiency of older people living in the Sardinian Blue Zone. An exploratory study. J. Appl. Gerontol. 2024, 43, 481–489. [Google Scholar] [CrossRef] [PubMed]
- Folstein, M.F.; Folstein, S.E.; McHugh, P.R. Mini-mental state. A practical method for grading the cognitive state of patients for the clinician. J. Psychiatr. Res. 1975, 12, 189–198. [Google Scholar] [CrossRef] [PubMed]
- Kim, H.; Hong, J.P.; Kang, J.M.; Kim, W.H.; Maeng, S.; Cho, S.E.; Na, K.S.; Oh, S.H.; Park, J.W.; Cho, S.J.; et al. Cognitive reserve and the effects of virtual reality-based cognitive training on elderly individuals with mild cognitive impairment and normal cognition. Psychogeriatrics 2021, 21, 552–559. [Google Scholar] [CrossRef]
- Litkouhi, P.N.; Numbers, K.; Valenzuela, M.; Crawford, J.D.; Lam, B.C.; Litkouhi, P.N.; Sachdev, P.S.; Kochan, N.A.; Brodaty, H.; Brodaty, H. Critical periods for cognitive reserve building activities for late life global cognition and cognitive decline: The Sydney memory and aging cohort study. Aging Neuropsychol. Cogn. 2023, 31, 387–403. [Google Scholar] [CrossRef]
- Calatayud, E.; Lozano-Berges, G.; Peralta-Marrupe, P.; Latorre, E.; Gomez-Soria, I. Job demands may determine cognitive and physical aging after retirement. J. Appl. Gerontol. 2022, 41, 2435–2446. [Google Scholar] [CrossRef] [PubMed]
- Legrand, R.; Manckoundia, P.; Nuemi, G.; Poulain, M. Assessment of the health status of the oldest olds living on the Greek island of Ikaria: A population based-study in a Blue Zone. Curr. Gerontol. Geriatr. Res. 2019, 21, 1–8. [Google Scholar] [CrossRef] [PubMed]
- Martinčević, M.; Vranić, A. The higher, the better: Cognitive reserve contributes to lifestyle activities in older age. Appl. Neuropsychol. Adult 2023, 30, 381–388. [Google Scholar] [CrossRef]
- Ruiu, M.; Carta, V.; Deiana, C.; Fastame, M.C. Is the Sardinian blue zone the new Shangri-La for mental health? Evidence on depressive symptoms and its correlates in late adult life span. Aging Clin. Exp. Res. 2022, 34, 1315–1322. [Google Scholar] [CrossRef] [PubMed]
- Fusi, G.; Lavolpe, S.; Crepaldi, M.; Rusconi, M.L. The controversial effect of age on divergent thinking abilities: A systematic review. J. Creat. Behav. 2021, 55, 374–395. [Google Scholar] [CrossRef]
- Flaherty, A.W. Brain Illness and Creativity: Mechanisms and Treatment Risks. Can. J. Psychiatry 2011, 56, 132–143. [Google Scholar] [CrossRef] [PubMed]
- Colautti, L.; Magenes, S.; Rago, S.; Camerin, S.; Zanaboni Dina, C.; Antonietti, A.; Cancer, A. Creative thinking in Tourette’s syndrome: A comparative study of patients and healthy controls. J. Clin. Exp. Neuropsychol. 2023, 45, 482–497. [Google Scholar] [CrossRef]
- Colautti, L.; Baldassini, D.; Colombo, V.; Mottura, S.; Sacco, M.; Sozzi, M.; Corbo, M.; Rusconi, M.L.; Antonietti, A. CREC: The role of serious games in improving flexibility in thinking in neuropsychological rehabilitation: CREC. Br. J. Educ. Technol. 2018, 49, 717–727. [Google Scholar] [CrossRef]
- Fusi, G.; Ferrari, E.; Zanetti, M.; Crepaldi, M.; Bersanini, C.; Paladino, A.; Colautti, L.; Rozzini, L.; Antonietti, A.; Rusconi, M.L. A comparison of divergent thinking abilities between healthy elderly subjects and MCI patients: Preliminary findings and implications. Front. Psychol. 2020, 11, 738. [Google Scholar] [CrossRef] [PubMed]
- Colautti, L.; Magenes, S.; Rago, S.; Zanaboni Dina, C.; Cancer, A.; Antonietti, A. Creative Thinking in Tourette’s Syndrome: An Uncharted Topic. Front. Psychol. 2021, 12, 649814. [Google Scholar] [CrossRef]
- Dietrich, A. The cognitive neuroscience of creativity. Psychon. Bull. Rev. 2004, 11, 1011–1026. [Google Scholar] [CrossRef] [PubMed]
- Ferrándiz, C.; Ferrando, M.; Soto, G.; Sáinz, M.; Prieto, M.D. Divergent thinking and its dimensions: What we talk about and what we evaluate? An. Psicol. 2017, 33, 40–47. [Google Scholar] [CrossRef]
- Acar, S.; Runco, M.A. Divergent thinking: New methods, recent research, and extended theory. Psychol. Aesthet. Creat. Arts 2019, 13, 153–158. [Google Scholar] [CrossRef]
- Guilford, J.P. Three faces of intellect. Am. Psychol. 1959, 14, 469–479. [Google Scholar] [CrossRef]
- Guilford, J.P. The Nature of Human Intelligence; McGraw-Hill: New York, NY, USA, 1967; ISBN -13978-0070251359. [Google Scholar]
- Meléndez, J.C.; Alfonso-Benlliure, V.; Mayordomo, T.; Sales, A. Is age just a number? Cognitive reserve as a predictor of divergent thinking in late adulthood. Creat. Res. J. 2016, 28, 435–441. [Google Scholar] [CrossRef]
- Colautti, L.; Borsa, V.M.; Fusi, G.; Crepaldi, M.; Canavesi, R.; Guarino, C.M.; Antonietti, A.; Rusconi, M.L. Divergent thinking and cognitive reserve: Their role in psychological wellbeing and successful ageing. In Proceedings of the UK Creativity Researchers’ Conference Wednesday, London, UK, 18 May 2022. [Google Scholar]
- Runco, M.A. Divergent thinking, creativity, and ideation. In The Cambridge Handbook of Creativity; Cambridge University Press: Cambridge, UK, 2010; Volume 413, p. 446. [Google Scholar] [CrossRef]
- Runco, M.A.; Acar, S. Divergent thinking as an indicator of creative potential. Creat. Res. J. 2012, 24, 66–75. [Google Scholar] [CrossRef]
- Flood, M.; Phillips, K.D. Creativity in older adults: A plethora of possibilities. Issues Ment. Health Nurse 2007, 28, 389–411. [Google Scholar] [CrossRef] [PubMed]
- Price, K.A.; Tinker, A.M. Creativity in later life. Maturitas 2014, 78, 281–286. [Google Scholar] [CrossRef] [PubMed]
- Palmiero, M.; Di Giacomo, D.; Passafiume, D. Can creativity predict cognitive reserve? J. Creat. Behav. 2016, 50, 7–23. [Google Scholar] [CrossRef]
- Colombo, B.; Antonietti, A.; Daneau, B. The relationships between cognitive reserve and creativity. A study on American aging population. Front. Psychol. 2018, 9, 764. [Google Scholar] [CrossRef] [PubMed]
- Kim, K.H. Meta-analyses of the relationship of creative achievement to both IQ and divergent thinking test scores. J. Creat. Behav. 2008, 42, 106–130. [Google Scholar] [CrossRef]
- Zhang, W.; Sjoerds, Z.; Hommel, B. Metacontrol of human creativity: The neurocognitive mechanisms of convergent and divergent thinking. Neuroimage 2020, 210, 116572. [Google Scholar] [CrossRef]
- Palmiero, M.; Fusi, G.; Crepaldi, M.; Borsa, V.M.; Rusconi, M.L. Divergent thinking and the core executive functions: A state-of-the-art review. Cogn. Process. 2022, 23, 341–366. [Google Scholar] [CrossRef] [PubMed]
- Fusi, G.; Giannì, J.; Borsa, V.M.; Colautti, L.; Crepaldi, M.; Palmiero, M.; Garau, F.; Bonfiglio, S.N.; Cao, Y.; Antonietti, A.; et al. Can creativity and cognitive reserve predict psychological well-being in older adults? The role of divergent thinking in healthy aging. Healthcare 2024, 12, 303. [Google Scholar] [CrossRef]
- Baltes, P.B.; Baltes, M.M. Psychological perspectives on successful aging: The model of selective optimization with compensation. In Successful Aging: Perspectives from the Behavioral Sciences; Baltes, P.B., Baltes, M.M., Eds.; Cambridge University Press: Cambridge, UK, 1990; pp. 1–34. [Google Scholar] [CrossRef]
- Stern, Y.; Arenaza-Urquijo, E.M.; Bartrés-Faz, D.; Belleville, S.; Cantilon, M.; Chetelat, G.; Ewers, M.; Franzmeier, N.; Kempermann, G.; Kremen, W.S.; et al. The reserve, resilience and protective factors PIA: Empirical definitions and conceptual frameworks workgroup. Whitepaper: Defining and investigating cognitive reserve, brain reserve, and brain maintenance. Alzheimers Dement. 2020, 16, 1305–1311. [Google Scholar] [CrossRef]
- Colombo, B.; Hamilton, A.; Telazzi, I.; Balzarotti, S. The relationship between cognitive reserve and the spontaneous use of emotion regulation strategies in older adults: A cross-sectional study. Aging Clin. Exp. Res. 2023, 35, 1505–1512. [Google Scholar] [CrossRef]
- Palmiero, M.; Nori, R.; Piccardi, L. Verbal and visual divergent thinking in aging. Exp. Brain Res. 2017, 235, 1021–1029. [Google Scholar] [CrossRef] [PubMed]
- Colautti, L.; Borsa, V.M.; Fusi, G.; Crepaldi, M.; Palmiero, M.; Garau, F.; Bonfiglio, N.F.; Giannì, J.; Rusconi, M.L.; Penna, M.P.; et al. The role of cognition in divergent thinking: Implications for successful aging. Brain Sci. 2023, 13, 1489. [Google Scholar] [CrossRef] [PubMed]
- Alfonso-Benlliure, V.; Mayordomo, T.; Sales, A.; Mélendez, J.C. Divergent Thinking in older adults: Understanding its role in well-being. J. Happiness Stud. 2021, 22, 1–14. [Google Scholar] [CrossRef]
- World Health Organization. Decade of Healthy Ageing: Baseline Report; World Health Organization: Geneva, Switzerland, 2021. [Google Scholar]
- World Health Organization. 2024. Available online: https://www.who.int/news-room/fact-sheets/detail/ageing-and-health (accessed on 18 December 2024).
- Guaraldi, G.; Milic, J.; Perondi, E.G.; Gonçalves, A.C.R.; Mussini, C.; de Avila Vitoria, M.A.; Cesari, M. The UN decade of healthy ageing (2021–30) for people living with HIV. Lancet Healthy Longev. 2024, 5, 100643. [Google Scholar] [CrossRef] [PubMed]
- Fastame, M.C.; Penna, M.P.; Rossetti, E.S.; Agus, M. The effect of age and socio-cultural factors on self-rated well-being and metacognitive and mnestic efficiency among healthy elderly people. Appl. Res. Qual. Life 2014, 9, 325–334. [Google Scholar] [CrossRef]
- Takeuchi, H.; Taki, Y.; Nouchi, R.; Yokoyama, R.; Kotozaki, Y.; Nakagawa, S.; Sekiguchi, A.; Iizuka, K.; Hanawa, S.; Araki, T.; et al. Originality of divergent thinking is associated with working memory-related brain activity: Evidence from a large sample study. NeuroImage 2020, 216, 116825. [Google Scholar] [CrossRef]
- Folia, V.; Silva, S. Employing verbal divergent thinking to mitigate cognitive decline: Current state of research and reasons to support its use. Geriatrics 2024, 9, 142. [Google Scholar] [CrossRef] [PubMed]
- McCrae, R.R. Creativity, divergent thinking, and openness to experience. J. Personal. Soc. Psychol. 1987, 52, 1258–1265. [Google Scholar] [CrossRef]
- Magni, E.; Binetti, G.; Bianchetti, A.; Rozzini, R.; Trabucchi, M. Mini-Mental State Examination: A normative study in Italian elderly population. Eur. J. Neurol. 1996, 3, 198–202. [Google Scholar] [CrossRef]
- World Medical Association Declaration of Helsinki: Ethical Principles for medical research involving human subjects. JAMA 2013, 310, 2191. [CrossRef] [PubMed]
- Monaco, M.; Costa, A.; Caltagirone, C.; Carlesimo, G.A. Forward and backward span for verbal and visuo-spatial data: Standardization and normative data from an Italian adult population. Neurol. Sci. 2012, 34, 749–754. [Google Scholar] [CrossRef] [PubMed]
- Giovagnoli, A.R.; Del Pesce, M.; Mascheroni, S.; Simoncelli, M.; Laiacona, M.; Capitani, E. Trail making test: Normative values from 287 normal adult controls. Ital. J. Neurol. Sci. 1996, 17, 305–309. [Google Scholar] [CrossRef] [PubMed]
- Torrance, E.P. Torrance, E.P. Torrance Tests of Creative Thinking. In Educational and Psychological Measurement; Personnel Press: Lexington, KY, USA, 1966. [Google Scholar] [CrossRef]
- De Beni, R.; Marigo, C.; Nava, L.A.; Borella, E. Ben-Ssc, Ben-Essere e Invecchiamento; Giunti—Organizzazioni Speciali: Firenze, Italy, 2008; ISBN -9788809403031. [Google Scholar]
- Ryff, C.D. Psychological well-being in adult life. Curr. Dir. Psychol. Sci. 1984, 4, 99–104. [Google Scholar] [CrossRef]
- Ryff, C.D. Psychological well-being revisited: Advances in the science and practice of eudaimonia. Psychother. Psychosom. 2014, 83, 10–28. [Google Scholar] [CrossRef] [PubMed]
- Bottesi, G.; Ghisi, M.; Altoè, G.; Conforti, E.; Melli, G.; Sica, C. The Italian version of the Depression Anxiety Stress Scales-21: Factor structure and psychometric properties on community and clinical samples. Compr. Psychiatry 2015, 60, 170–181. [Google Scholar] [CrossRef] [PubMed]
- Delignette-Muller, M.L.; Dutang, C.; Pouillot, R.; Denis, J.B.; Siberchicot, A. Package ‘fitdistrplus’. J. Stat. Softw. 2015, 64, 1–34. [Google Scholar] [CrossRef]
- Hitchcott, P.K.; Fastame, M.C.; Ferrai, J.; Penna, M.P. Psychological well-being in Italian families: An exploratory approach to the study of mental health across the adult life span in the Blue Zone. Eur. J. Psychol. 2017, 13, 441–454. [Google Scholar] [CrossRef] [PubMed]
- Caselli, G.; Pozzi, L.; Vaupel, J.W.; Deiana, L.; Pes, G.; Carru, C.; Baggio, G. Family clustering in Sardinian longevity: A genealogical approach. Exp. Gerontol. 2006, 41, 727–736. [Google Scholar] [CrossRef]
- Oppo, A. “Where there’s no woman there’s no home”: Profile of the agro-pastoral family in Nineteenth-Century Sardinia. J. Fam. Hist. 1990, 15, 483–502. [Google Scholar] [CrossRef]
- Fastame, M.C.; Mulas, I.; Pau, M. Mental health and motor efficiency of older adults living in the Sardinia’s Blue Zone: A follow-up study. Int. Psychogeriatr. 2021, 33, 1277–1288. [Google Scholar] [CrossRef] [PubMed]
- Carta, E.; Riccardi, A.; Marinetto, S.; Mattivi, S.; Selini, E.; Pucci, V.; Mondini, S. Over ninety years old: Does high cognitive reserve still help brain efficiency? Psychol. Res. 2024, 88, 678–683. [Google Scholar] [CrossRef] [PubMed]
- Statzu, V.; Crenos (Centro Ricerche Economiche Nord Sud). Il ruolo del Terzo Settore nella società sarda. Available online: https://crenos.unica.it/crenos/content/il-ruolo-del-terzo-settore-nella-societ%C3%A0-sarda (accessed on 3 January 2025).
- Economia della Sardegna, 30° Rapporto 2023; Arkadia Editore: Cagliari, Italy, 2003; pp. 78–82. ISBN 9788868514662.
- Scheibe, S. Predicting real-world behaviour: Cognition-emotion links across adulthood and everyday functioning at work. Cogn. Emot. 2018, 33, 126–132. [Google Scholar] [CrossRef] [PubMed]
- Scheibe, S.; Carstensen, L.L. Emotional aging: Recent findings and future trends. J. Gerontol. B Psychol. Sci. Soc. Sci. 2010, 65B, 135–144. [Google Scholar] [CrossRef]
- Ihle, A.; Oris, M.; Sauter, J.; Rimmele, U.; Kliegel, M. Cognitive reserve and social capital accrued in early and midlife moderate the relation of psychological stress to cognitive performance in old age. Dement. Geriatr. Cogn. Disord. 2018, 45, 190–197. [Google Scholar] [CrossRef] [PubMed]
- Ihle, A.; Rimmele, U.; Oris, M.; Maurer, J.; Kliegel, M. The longitudinal relationship of perceived stress predicting subsequent decline in executive functioning in old age is attenuated in individuals with greater cognitive reserve. Gerontology 2020, 66, 65–73. [Google Scholar] [CrossRef] [PubMed]
BZ | MI | CA | BG | p-Value | |
---|---|---|---|---|---|
N | 41 | 50 | 32 | 42 | 0.273 a |
Age mean (SD; range) | 74.41 (6.80; 28) | 73.98 (6.68; 23) | 72.75 (6.66; 25) | 73.74 (6.70; 23) | 0.720 |
Gender | 0.061 | ||||
male | 12 (7.3%) | 21 (12.7%) | 19 (11.5%) | 21 (12.7%) | |
female | 29 (17.6%) | 29 (17.6%) | 13 (7.9%) | 21 (12.7%) | |
Average years of education (SD; range) | 8.61 (2.9; 11) | 11.3 (4.81; 18) | 12.1 (6.9; 24) | 10.33 (3.2; 13) | 0.024 |
GLM Model Results | Tests of Within-Subject Effects | Model’s Estimated Means | |||||
---|---|---|---|---|---|---|---|
Subscales | Effects | Wald Chi-Square | df | η2 | Group | Mean | SE (95% CI) |
PWB_CS | Group | 34 *** | 3 | 0.171 | BZ | 29.95 | 0.68 (25.08; 27.73) |
MI | 25.62 | 0.59 (24.47; 26.77) | |||||
CA | 28.44 | 0.74 (26.98; 29.90) | |||||
BG | 26.41 | 0.55 (28.87; 31.03) | |||||
PWB_PS | Group | 36.82 *** | 3 | 0.182 | BZ | 38.80 | 0.67 (37.49; 40.12) |
MI | 33.22 | 0.78 (31.69; 34.75) | |||||
CA | 35.59 | 0.99 (33.66; 37.53) | |||||
BG | 33.81 | 0.83 (32.19; 35.43) | |||||
PWB_EC | Group | 21.12 *** | 3 | 0.113 | BZ | 34.17 | 0.57 (33.05; 35.29) |
MI | 30.66 | 0.69 (29.32; 32.00) | |||||
CA | 32.47 | 0.84 (30.83; 34.11) | |||||
BG | 30.55 | 0.81 (28.96; 32.13) |
GLM Models Results | Tests of Within-Subject Effects | Model’s Estimated Means | |||||
---|---|---|---|---|---|---|---|
Subscales | Effects | Wald Chi-Square | df | η2 | Group | Mean | SE (95% CI) |
CR_LA | Group | 11.31 ** | 3 | 0.06 | BZ | 121.42 | 3.11 (115.33; 127.50) |
Age | 11.67 *** | 1 | 0.07 | MI | 127.77 | 2.77 (122.34; 133.19) | |
CA | 115.62 | 4.35 (107.09; 124.14) | |||||
BG | 112.69 | 4.03 (104.80; 120.58) | |||||
age | |||||||
CR_WR | Group | 2.39 | 3 | 0.01 | BZ | 103.74 | 2.56 (98.72; 108.77) |
Age | 22.53 *** | 1 | 0.12 | MI | 103.08 | 2.83 (97.53; 108.64) | |
CA | 99.96 | 3.55 (93.00; 106.93) | |||||
BG | 106.78 | 2.75 (101.39; 112.17) | |||||
age | |||||||
CR_S | Group | 36.34 *** | 3 | 0.18 | BZ | 97.32 | 1.36 (94.66; 99.99) |
Age | 9.10 ** | 1 | 0.05 | MI | 110.50 | 2.37 (105.86; 115.15) |
GLM Model Results | Tests of Within-Subject Effects | Model’s Estimated Means | |||||
---|---|---|---|---|---|---|---|
Subscales | Effects | Wald Chi-Square | df | η2 | Group | Mean | SE (95% CI) |
Digit_BW | Group | 8.30 * | 3 | 0.05 | BZ | 4.42 | 0.14 (4.14; 4.69) |
MI | 4.39 | 0.13 (4.13; 4.65) | |||||
CA | 4.96 | 0.17 (4.63; 5.29) | |||||
BG | 4.56 | 0.17 (4.23; 4.88) | |||||
Digit_FW | Group | 10.12 * | 3 | 0.06 | BZ | 5.65 | 0.16 (5.34; 5.96) |
MI | 5.95 | 0.14 (5.68; 6.22) | |||||
CA | 5.64 | 0.17 (5.30; 5.98) | |||||
BG | 6.32 | 0.18 (5.96; 6.67) | |||||
TMT_A | Group | 21.28 * | 3 | 0.11 | BZ | 51.24 | 4.53 (42.36; 60.13) |
MI | 28.72 | 2.35 (24.12; 33.32) | |||||
CA | 40.95 | 5.16 (30.84; 51.05) | |||||
BG | 34.66 | 4.93 (24.99; 44.32) | |||||
TMT_B | Group | 23.90 *** | 3 | 0.13 | BZ | 158.06 | 19.35 (120.13; 195.98) |
MI | 77.25 | 5.34 (66.78; 87.72) | |||||
CA | 126.75 | 14.98 (97.38; 156.11) | |||||
BG | 90.54 | 14.69 (61.75; 119.33) | |||||
TMT_B-A | Group | 17.48 *** | 3 | 0.10 | BZ | 112.15 | 16.84 (79.14; 145.15) |
MI | 54.10 | 4.52 (45.25; 62.96) | |||||
CA | 91.90 | 12.71 (67.00; 116.80) | |||||
BG | 59.78 | 10.89 (38.45; 81.12) |
GLM Model Results | Tests of Within-Subject Effects | Model’s Estimated Means | |||||
---|---|---|---|---|---|---|---|
Subscales | Effects | Wald Chi-Square | df | η2 | Group | Mean | SE (95% CI) |
DASS_dep | Group | 10.00 ** | 3 | 0.06 | BZ | 2.63 | 0.29 (2.13; 3.26) |
MI | 4.12 | 0.43 (3.35; 5.07) | |||||
CA | 3.63 | 0.66 (2.54; 5.17) | |||||
BG | 3.83 | 0.40 (3.12; 4.71) | |||||
DASS_anxiety | Group | 1.60 | 3 | 0.01 | BZ | 3.34 | 0.41 (2.63; 4.25) |
MI | 3.46 | 0.34 (2.86; 4.19) | |||||
CA | 3.16 | 0.44 (2.40; 4.15) | |||||
BG | 3.90 | 0.44 (3.13; 4.87) | |||||
DASS_stress | Group | 4.84 | 3 | 0.03 | BZ | 4.34 | 0.49 (3.48; 5.41) |
MI | 5.84 | 0.50 (4.94; 6.90) | |||||
CA | 4.81 | 0.71 (3.60; 6.44) | |||||
BG | 5.38 | 0.48 (4.52; 6.40) |
GLM Model Results | Tests of Within-Subject Effects | Model’s Estimated Means | |||||
---|---|---|---|---|---|---|---|
Subscales | Effects | Wald Chi-Square | df | η2 | Group | Mean | SE (95% CI) |
Fluency | Group | 7.53 + | 3 | 0.04 | BZ | 12.05 | 0.91 (10.27; 13.83) |
MI | 11.30 | 0.71 (9.90; 12.70) | |||||
CA | 9.16 | 0.74 (7.71; 10.61) | |||||
BG | 11.29 | 1.06 (9.21; 13.36) | |||||
Flexibility | Group | 11.35 ** | 3 | 0.06 | BZ | 9.02 | 0.61 (7.83; 10.22) |
MI | 8.80 | 0.51 (7.79; 9.81) | |||||
CA | 6.72 | 0.53 (5.68; 7.76) | |||||
BG | 8.60 | 0.70 (7.23; 9.96) | |||||
Originality | Group | 21.65 *** | 3 | 0.12 | BZ | 18.63 | 1.62 (15.45; 21.82) |
MI | 14.46 | 1.08 (12.34; 16.58) | |||||
CA | 10.25 | 1.05 (8.18; 12.32) | |||||
BG | 15.57 | 1.71 (12.23; 18.92) | |||||
Elaboration | Group | 48.90 *** | 3 | 0.23 | BZ | 15.29 | 1.46 (12.43; 18.15) |
MI | 16.56 | 1.47 (13.68; 19.44) | |||||
CA | 11.63 | 1.28 (9.11; 14.14) | |||||
BG | 6.52 | 0.86 (4.84; 8.21) |
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Garau, F.; Antonietti, A.; Bonfiglio, N.S.; Madeddu, B.; Crepaldi, M.; Giannì, J.; Fusi, G.; Colautti, L.; Borsa, V.M.; Palmiero, M.; et al. The Role of Well-Being, Divergent Thinking, and Cognitive Reserve in Different Socio-Cultural Contexts. Brain Sci. 2025, 15, 249. https://doi.org/10.3390/brainsci15030249
Garau F, Antonietti A, Bonfiglio NS, Madeddu B, Crepaldi M, Giannì J, Fusi G, Colautti L, Borsa VM, Palmiero M, et al. The Role of Well-Being, Divergent Thinking, and Cognitive Reserve in Different Socio-Cultural Contexts. Brain Sciences. 2025; 15(3):249. https://doi.org/10.3390/brainsci15030249
Chicago/Turabian StyleGarau, Francesca, Alessandro Antonietti, Natale Salvatore Bonfiglio, Beatrice Madeddu, Maura Crepaldi, Jessica Giannì, Giulia Fusi, Laura Colautti, Virginia Maria Borsa, Massimiliano Palmiero, and et al. 2025. "The Role of Well-Being, Divergent Thinking, and Cognitive Reserve in Different Socio-Cultural Contexts" Brain Sciences 15, no. 3: 249. https://doi.org/10.3390/brainsci15030249
APA StyleGarau, F., Antonietti, A., Bonfiglio, N. S., Madeddu, B., Crepaldi, M., Giannì, J., Fusi, G., Colautti, L., Borsa, V. M., Palmiero, M., Rusconi, M. L., & Penna, M. P. (2025). The Role of Well-Being, Divergent Thinking, and Cognitive Reserve in Different Socio-Cultural Contexts. Brain Sciences, 15(3), 249. https://doi.org/10.3390/brainsci15030249