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J. Intell.
Volume 13
Issue 3
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J. Intell., Volume 13, Issue 3 (March 2025) – 17 articles

Cover Story (view full-size image): Using a large-scale German longitudinal data set, in the following study, we examine the long-term effects of childhood intelligence, socioeconomic background, and education on the development of occupational success. The results show that childhood intelligence, socioeconomic background, and education play an important role in determining income and career status over time. Notably, education emerges as the key determinant, mediating the effects of intelligence and socioeconomic background on career outcomes at various stages in adulthood. The results presented in this study underscore the crucial role of education in facilitating labor market transitions and long-term career development—in a highly- structured educational system such as the one in Germany. View this paper
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16 pages, 1922 KiB  
Article
Planning, Cognitive Reflection, Inter-Temporal Choice, and Risky Choice in Chess Players: An Expertise Approach
by Guillermo Campitelli, Martín Labollita and Merim Bilalić
J. Intell. 2025, 13(3), 40; https://doi.org/10.3390/jintelligence13030040 - 19 Mar 2025
Viewed by 539
Abstract
This study investigates the cognitive processes underlying chess expertise by examining planning, cognitive reflection, inter-temporal choice, and risky choice in chess players. The study involves 25 chess players and 25 non-chess players, comparing their performance on the Tower of London (TOL) task, Cognitive [...] Read more.
This study investigates the cognitive processes underlying chess expertise by examining planning, cognitive reflection, inter-temporal choice, and risky choice in chess players. The study involves 25 chess players and 25 non-chess players, comparing their performance on the Tower of London (TOL) task, Cognitive Reflection Test (CRT), inter-temporal choice (ITC), and risky choice tasks. Results indicate that chess players outperform non-chess players in TOL and CRT, showing superior planning and cognitive reflection abilities. Chess players also prefer future rewards over immediate ones in ITC, suggesting a higher propensity for future more rewarding options. In risky choice tasks, chess players made more decisions based on expected value than non-chess players, but the evidence in favour of differences between groups is very weak. Despite this study not being able to establish causality, the findings highlight the cognitive advantages associated with chess expertise and suggest potential areas for further research on the transfer of cognitive skills from chess to other domains and differences in general abilities between experts and novices. Full article
(This article belongs to the Special Issue Skill Acquisition, Expertise, and Achievement)
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15 pages, 1219 KiB  
Article
Analysis of the Beliefs About Critical Competence in a Sample of Psychosocial and Socio-Educational Intervention Professionals in Master’s Degree Training
by Francisco Jose Garcia-Moro and Diego Gomez-Baya
J. Intell. 2025, 13(3), 39; https://doi.org/10.3390/jintelligence13030039 - 18 Mar 2025
Viewed by 564
Abstract
Critical thinking is a skill of great importance in our current and future society. Its value goes beyond all theoretical doubt although it requires more practical development, especially in terms of coordinated and evidence-based approaches. In addition, the ethical foundation must permeate the [...] Read more.
Critical thinking is a skill of great importance in our current and future society. Its value goes beyond all theoretical doubt although it requires more practical development, especially in terms of coordinated and evidence-based approaches. In addition, the ethical foundation must permeate the entire critical process, indicating what to criticize, for what, why, how, and when, elements that should not be left to improvisation or what is traditionally done. The aim of this research was to describe the ethical connotations that come together in the critical process. To this end, we focused on a group case study of undergraduate and graduate students of Psychosocial and Socio-educational studies in Spain, collecting information with instruments built ad hoc. The results show little practical awareness of the weight of ethics in critical decisions, producing a change in orientation regarding educational training to improve decision-making based on critical thinking and ethics. Full article
(This article belongs to the Special Issue The Formation and Evaluation of Critical and Creative Thinking for Good Personal, Academic and Professional Performance in These New Times)
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30 pages, 1048 KiB  
Review
Gender and Accuracy in Decoding Affect Cues: A Meta-Analysis
by Judith A. Hall, Sarah D. Gunnery and Katja Schlegel
J. Intell. 2025, 13(3), 38; https://doi.org/10.3390/jintelligence13030038 - 18 Mar 2025
Viewed by 624
Abstract
Gender differences in understanding the meanings of affect cues, often labeled emotion recognition, have been studied for over a century. Past reviews of the literature have concluded that girls and women score higher than boys and men on tests of accuracy in decoding [...] Read more.
Gender differences in understanding the meanings of affect cues, often labeled emotion recognition, have been studied for over a century. Past reviews of the literature have concluded that girls and women score higher than boys and men on tests of accuracy in decoding affect cues, which are most often tested in the cue modalities of face, body, and content-free voice. The present meta-analysis updates knowledge on this topic by including many more studies (1188 effect sizes in 1011 studies; total N = 837,637) and examining a wide range of moderators such as health status of sample, international location, cue channels of the test, and other sample and test characteristics. Indeed, the gender difference favoring girls and women still exists, and evidence for publication bias was weak. The difference is not large (r = 0.12, d = 0.24), but it is extremely consistent across many moderators, which, even when significant, show minor differences. Health status was the only moderator to produce groups without a significant gender difference. Full article
(This article belongs to the Section Social and Emotional Intelligence)
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20 pages, 2201 KiB  
Article
Critical Thinking and Teacher Training in Secondary Education
by Yasaldez Eder Loaiza, John Rodolfo Zona and Maria Fulvia Rios
J. Intell. 2025, 13(3), 37; https://doi.org/10.3390/jintelligence13030037 - 13 Mar 2025
Viewed by 608
Abstract
Various studies on the formation of critical thinking in teachers express difficulties in the training of teachers at different levels of education. Some of them recognize conceptual dispersion evidenced in their conceptions and explanations; others recognize curricular gaps without clear and coherent programs [...] Read more.
Various studies on the formation of critical thinking in teachers express difficulties in the training of teachers at different levels of education. Some of them recognize conceptual dispersion evidenced in their conceptions and explanations; others recognize curricular gaps without clear and coherent programs for their development; and a third group recognize that training in critical thinking requires both academic training as well as personal training of the subject. Most of the studies agree on training teachers from all fields of knowledge, where theoretical and methodological elements are provided to form critical thinkers. For this reason, the present research, developed with five teachers from different areas of secondary education in which different sources of information were collected and analyzed, contributes to the reflection with different theoretical perspectives and methodological strategies used by teachers, which were contrasted with the theories of critical thinking (psychological, philosophical and didactics of sciences). Full article
(This article belongs to the Special Issue The Formation and Evaluation of Critical and Creative Thinking for Good Personal, Academic and Professional Performance in These New Times)
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11 pages, 1279 KiB  
Article
Dissociable Effects of Verbalization on Solving Insight and Non-Insight Problems
by Laura Macchi, Francesco Poli and Laura Caravona
J. Intell. 2025, 13(3), 36; https://doi.org/10.3390/jintelligence13030036 - 12 Mar 2025
Viewed by 507
Abstract
While there is broad consensus that non-insight problems are typically solved through conscious, stepwise processes, the mechanisms underlying insight problem solving remain under debate. According to the special process view, insight relies on an unconscious restructuring that is susceptible to verbal overshadowing. In [...] Read more.
While there is broad consensus that non-insight problems are typically solved through conscious, stepwise processes, the mechanisms underlying insight problem solving remain under debate. According to the special process view, insight relies on an unconscious restructuring that is susceptible to verbal overshadowing. In contrast, the business-as-usual approach maintains that insight and non-insight solutions both emerge via similar, conscious procedures that should be unaffected by verbalization. A third, challenging, perspective, the unconscious analytic thought approach, claims that the insight problem-solving process is not only unconscious but also analytic, instead of being merely associative. Actually, this process requires cognitive resources also works at an unconscious layer, suggesting that it can be disrupted by forced verbalization, which demands great cognitive effort. Therefore, according to this approach, being asked to verbalize the simultaneous processing of insight problem solving would hampers restructuring. To disentangle these positions, we compared participants’ performances on an insight problem and a non-insight problem under either concurrent verbalization or silent conditions. Our results show that verbalization significantly hampered insight problem solving, yet dramatically aided non-insight performance. Overall, our results provide evidence supporting the role of unconscious analytic processes in the resolution of insight problems, in contrast with the stepwise, conscious procedure used for the resolution of non-insight problems. Full article
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22 pages, 833 KiB  
Article
A Study on Emotional Intelligence, Breastfeeding Self-Efficacy, and Prenatal Maternal Expectations in Women Attending a Pregnancy School
by Aleyna Bayındır and Hülya Tosun
J. Intell. 2025, 13(3), 35; https://doi.org/10.3390/jintelligence13030035 - 10 Mar 2025
Viewed by 923
Abstract
This study was conducted to determine the relationship between emotional intelligence (EI), breastfeeding self-efficacy, and maternal expectations of women who did and did not receive education and counseling during pregnancy. An observational cross-sectional study was conducted in a state hospital with 146 pregnant [...] Read more.
This study was conducted to determine the relationship between emotional intelligence (EI), breastfeeding self-efficacy, and maternal expectations of women who did and did not receive education and counseling during pregnancy. An observational cross-sectional study was conducted in a state hospital with 146 pregnant women (intervention group, n = 72; control group, n = 74). The intervention group had five stages, while the control group received standard pregnancy care. Data is collected by the “Personal Information Form”, “Rotterdam EI Scale”, “Prenatal Breastfeeding Self-Efficacy Scale”, and “Prenatal Maternal Expectations Scale”. When the emotional intelligence scores increased in the intervention group, breastfeeding self-efficacy and antenatal motherhood expectations also increased in the intervention group. In addition, the intervention group’s EI, EI self-evaluation sub-dimension, prenatal motherhood expectations, unrealistic negative motherhood expectations mean, and breastfeeding self-efficacy scale were higher than those of the control group. The regression analysis revealed that the “self-evaluation” sub-dimension of the EI in the intervention group is correlated with regulate others and their own emotions, EI, breastfeeding self-efficacy, and prenatal motherhood expectations. This study shows that pregnant women who attended antenatal classes during the prenatal period had higher EI, breastfeeding self-efficacy, and prenatal maternal expectations than those who were pregnant and did not receive education. Full article
(This article belongs to the Section Social and Emotional Intelligence)
17 pages, 949 KiB  
Article
Critical Thinking and Metacognition: Pathways to Empathy and Psychological Well-Being
by Miguel H. Guamanga, Carlos Saiz, Silvia F. Rivas and Patricia Morales Bueno
J. Intell. 2025, 13(3), 34; https://doi.org/10.3390/jintelligence13030034 - 10 Mar 2025
Viewed by 1447
Abstract
This study examines the relationships between critical thinking, metacognition, psychological well-being, and empathy using structural equation modeling. The study sample consists of 155 university students from a higher education institution in Spain, who completed the PENCRISAL, the metacognitive abilities inventory, the Ryff psychological [...] Read more.
This study examines the relationships between critical thinking, metacognition, psychological well-being, and empathy using structural equation modeling. The study sample consists of 155 university students from a higher education institution in Spain, who completed the PENCRISAL, the metacognitive abilities inventory, the Ryff psychological well-being scale, and the empathy quotient, which assess these psychological constructs. The results indicate that critical thinking has a direct positive effect on metacognition, which, in turn, is significantly associated with higher levels of psychological well-being and empathy. These findings reinforce the essential role of critical thinking in fostering cognitive self-regulation and socioemotional competencies. Furthermore, this study provides empirical evidence supporting the integration of critical thinking into educational programs, emphasizing its potential to enhance reflective thinking, emotional awareness, and interpersonal understanding. Full article
(This article belongs to the Special Issue The Formation and Evaluation of Critical and Creative Thinking for Good Personal, Academic and Professional Performance in These New Times)
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15 pages, 1261 KiB  
Article
Do Applicant Reactions to Gamified Cognitive Ability Tests Differ Between High- Versus Low-Stakes Settings?
by Marie L. Ohlms and Klaus G. Melchers
J. Intell. 2025, 13(3), 33; https://doi.org/10.3390/jintelligence13030033 - 7 Mar 2025
Cited by 1 | Viewed by 749
Abstract
Although cognitive ability tests are among the best predictors of job and training performance, their acceptance among applicants is limited. However, with the current talent shortage, applicant reactions to assessments have become increasingly important. Gamification is a promising approach for improving reactions to [...] Read more.
Although cognitive ability tests are among the best predictors of job and training performance, their acceptance among applicants is limited. However, with the current talent shortage, applicant reactions to assessments have become increasingly important. Gamification is a promising approach for improving reactions to cognitive ability tests. However, it remains unclear how findings from low-stakes studies of gamified assessments generalize to high-stakes settings. In this quasi-experimental study (N = 210), we compared reactions to a gamified cognitive test from a low-stakes simulated selection setting with experimental participants and from a high-stakes selection setting with real applicants. Test takers in both settings completed the same gamified cognitive ability test and then rated several applicant reactions variables. We found a clear effect of the test setting with real applicants showing more positive reactions to the gamified test concerning perceived fairness, test motivation, organizational attractiveness, behavioral intentions, organizational image, clarity of work activity, and enjoyment compared to participants in the low-stakes setting, whereas there were no differences for perceived job-relatedness and opportunity to perform. These findings highlight the influence of test setting on applicant reactions and underscore the importance of examining environmental factors for research on the effects of gamification in cognitive ability testing. Full article
(This article belongs to the Special Issue Cognitive Ability Testing in the Workplace: Modern Approaches and Methods)
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32 pages, 2592 KiB  
Article
Occupational Success Across the Lifespan: On the Differential Importance of Childhood Intelligence, Social Background, and Education Across Occupational Development
by Georg Karl Deutschmann, Michael Becker and Yi-Jhen Wu
J. Intell. 2025, 13(3), 32; https://doi.org/10.3390/jintelligence13030032 - 6 Mar 2025
Viewed by 1138
Abstract
What shapes (occupational) success in later life? This study examines the differential importance of intelligence in late childhood, socioeconomic background, and education across later occupations. The quantity and quality of educational success are thought to mediate the other dimensions. We analyzed data from [...] Read more.
What shapes (occupational) success in later life? This study examines the differential importance of intelligence in late childhood, socioeconomic background, and education across later occupations. The quantity and quality of educational success are thought to mediate the other dimensions. We analyzed data from N = 4387 participants in a German longitudinal large-scale study in multiple regression and mediation models to examine how childhood intelligence and socioeconomic background predict income and occupational status at different career stages. Both childhood intelligence and socioeconomic background predict status and income in adulthood, with childhood intelligence being the stronger predictor. However, education is an even stronger predictor and—once included in the model—mediates virtually all effects of childhood intelligence and socioeconomic background. This pattern remains stable across career stages, and education has unique effects on income and occupational status in later work life, even when controlling for work experience. Our results emphasize the pivotal role of education in transitioning to the labor market and further development at work, even at later career stages. Given the stronger link between childhood intelligence and educational success in Germany than in other countries, we find that Germany is one of the more intelligence-driven systems. Full article
(This article belongs to the Special Issue Interplay of Intelligence and Non-cognitive Constructs in Predicting Achievement)
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19 pages, 1973 KiB  
Article
The Role of Abstraction: Construal Level Can Improve Adolescents’ Idea Selection in the Domain of Social Creativity
by Chun Li, Shuo Feng, Yue Zhang, Hui Peng and Xiaoqing Ma
J. Intell. 2025, 13(3), 31; https://doi.org/10.3390/jintelligence13030031 - 5 Mar 2025
Viewed by 693
Abstract
Creative idea selection is an important part of the creative process, but the current research on creative idea selection has not attracted enough attention, and this lack is particularly evident in the research on creativity focusing on adolescents. In view of this, in [...] Read more.
Creative idea selection is an important part of the creative process, but the current research on creative idea selection has not attracted enough attention, and this lack is particularly evident in the research on creativity focusing on adolescents. In view of this, in this study, centered on the creative process, we delved into the effect of the construal level on adolescents’ creative idea selection and whether there were domain differences in this effect. The effect of trait-level construals in the general and social creative domains on creative idea selection was examined in Study 1. The results showed that (1) the creativity of the ideas selected by adolescents with high trait-level construals was higher than that of those with low trait-level construals; (2) the creativity and novelty of idea selection in the social creative domain were significantly lower than those in the general creative domain of adolescents. To determine the consistency and stability of the effects of construal level on creative idea selection, Study 2 distinguished between high and low construal levels on the basis of state initiation. It was demonstrated that (1) the creativity and applicability scores for the idea selection of adolescents with high state-level construals were higher than those of adolescents with low state-level construals; (2) the overall creativity and novelty of adolescents’ idea selection in the social creative domain were significantly lower than those in the general creative domain. On the basis of the above results, the following conclusions were drawn in this study: (1) the overall creativity and novelty of adolescents’ idea selection in the social creative domain are lower than those in the general creative domain, but there are inconsistent results with respect to applicability; (2) both high trait- and state-level construals can promote the creativity and novelty of adolescents’ social creative idea selection. Full article
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25 pages, 2408 KiB  
Article
Enhancing Spatial Ability Assessment: Integrating Problem-Solving Strategies in Object Assembly Tasks Using Multimodal Joint-Hierarchical Cognitive Diagnosis Modeling
by Jujia Li, Kaiwen Man and Joni M. Lakin
J. Intell. 2025, 13(3), 30; https://doi.org/10.3390/jintelligence13030030 - 5 Mar 2025
Viewed by 667
Abstract
We proposed a novel approach to investigate how problem-solving strategies, identified using response time and eye-tracking data, can impact individuals’ performance on the Object Assembly (OA) task. To conduct an integrated assessment of spatial reasoning ability and problem-solving strategy, we applied the Multimodal [...] Read more.
We proposed a novel approach to investigate how problem-solving strategies, identified using response time and eye-tracking data, can impact individuals’ performance on the Object Assembly (OA) task. To conduct an integrated assessment of spatial reasoning ability and problem-solving strategy, we applied the Multimodal Joint-Hierarchical Cognitive Diagnosis Model (MJ-DINA) to analyze the performance of young students (aged 6 to 14) on 17 OA items. The MJ-DINA model consists of three sub-models: a Deterministic Inputs, Noisy “and” Gate (DINA) model for estimating spatial ability, a lognormal RT model for response time, and a Bayesian Negative Binomial (BNF) model for fixation counts. In the DINA model, we estimated five spatial cognitive attributes aligned with problem-solving processes: encoding, falsification, mental rotation, mental displacement, and intractability recognition. Our model fits the data adequately, with Gelman–Rubin convergence statistics near 1.00 and posterior predictive p-values between 0.05 and 0.95 for the DINA, Log RT, and BNF sub-models, indicating reliable parameter estimation. Our findings indicate that individuals with faster processing speeds and fewer fixation counts, which we label Reflective-Scanner, outperformed the other three identified problem-solving strategy groups. Specifically, sufficient eye movement was a key factor contributing to better performance on spatial reasoning tasks. Additionally, the most effective method for improving individuals’ spatial task performance was training them to master the falsification attribute. This research offers valuable implications for developing tailored teaching methods to improve individuals’ spatial ability, depending on various problem-solving strategies. Full article
(This article belongs to the Special Issue Intelligence Testing and Assessment)
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18 pages, 2587 KiB  
Article
Investigating the Predictive Performance of Process Data and Result Data in Complex Problem Solving Using the Conditional Gradient Boosting Algorithm
by Fatma Nur Aydin, Kubra Atalay Kabasakal and Ismail Dilek
J. Intell. 2025, 13(3), 29; https://doi.org/10.3390/jintelligence13030029 - 28 Feb 2025
Viewed by 876
Abstract
This study aims to examine the predictive performance of process data and result data in complex problem-solving skills using the conditional gradient boosting algorithm. For this purpose, data from 915 participants of the 2012 cycle of the Programme for International Student Assessment (PISA) [...] Read more.
This study aims to examine the predictive performance of process data and result data in complex problem-solving skills using the conditional gradient boosting algorithm. For this purpose, data from 915 participants of the 2012 cycle of the Programme for International Student Assessment (PISA) were utilized. Process data were obtained from the log file of the first question in the climate control unit task included in the problem-solving assessment of PISA 2012. Various cognitive and affective attributes from the same assessment were used as the result data. According to the results, (1) process data demonstrated a moderate, result data demonstrated a moderate-to-good, and process + result data demonstrated a good prediction performance. (2) The most effective variables were the VOTAT (vary-one-thing-at-a-time) strategy score and total time in process data; the mathematical literacy and reading literacy scores in result data; and the mathematical literacy and VOTAT strategy score in process + result data. The dominance of the mathematical literacy has been noteworthy. Full article
(This article belongs to the Section Contributions to the Measurement of Intelligence)
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18 pages, 2171 KiB  
Article
Information-Reduction Ability Assessment in the Context of Complex Problem-Solving
by Xiaoxuan Bu, Huijia Zheng, Xuetao Tian and Fang Luo
J. Intell. 2025, 13(3), 28; https://doi.org/10.3390/jintelligence13030028 - 26 Feb 2025
Viewed by 589
Abstract
In this era with an increasing overabundance of information, the ability to distill relevant information, i.e., “information reduction”, is becoming more crucial to daily functioning. However, the fact that information reduction is most prominent in complex situations poses challenges for measuring and quantifying [...] Read more.
In this era with an increasing overabundance of information, the ability to distill relevant information, i.e., “information reduction”, is becoming more crucial to daily functioning. However, the fact that information reduction is most prominent in complex situations poses challenges for measuring and quantifying this ability. Existing assessments tend to suffer from either too little complexity, compromising ecological validity, or too much complexity, which makes distinguishing and measuring information-reduction behavior difficult. To address this gap in the literature, our study developed a novel assessment tool, the Little Monster Clinic (LMC), designed to capture the information-reduction process within complex problem-solving scenarios. Following the classic complex problem-solving (CPS) framework, LMC simulates real-world medical situations and provides a sufficiently complex task for assessing information-reduction ability. We recruited 303 students to validate our tool and identified six key indicators for information reduction, which demonstrated a high degree of internal consistency (α = 0.83). Structural validity from the confirmatory factor analysis (CFA) supported a one-factor model of information reduction based on the extracted indicators (χ2 = 14.872, df = 5, χ2/df = 2.774, CFI = 0.989, TLI = 0.967, RMSEA = 0.077, SRMR = 0.024). The significant correlation (r = 0.43, p < 0.01) between LMC and Genetics Lab demonstrated its criterion-related validity. Furthermore, exploratory analysis highlighted the importance of identifying key relevant information during the process of information reduction. These findings lend support to both the theoretical foundation and practical applications of information-reduction assessment. Full article
(This article belongs to the Special Issue Innovations in Assessment: Harnessing Technology for Testing Cognitive Ability, Thinking Skill, and Competency)
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20 pages, 1472 KiB  
Article
The Role of Creative Mindsets in the Relationship Between Metacognitive Experience and Divergent Thinking: A Metacognitive Perspective
by Xiaoyu Jia, Ping Li and Weijian Li
J. Intell. 2025, 13(3), 27; https://doi.org/10.3390/jintelligence13030027 - 24 Feb 2025
Viewed by 691
Abstract
Metacognition is vital for creativity; however, the specific contributions of its components (i.e., metacognition knowledge, metacognition experience, and metacognition monitoring and control) have received varying levels of attention, particularly due to the limited research on metacognitive experience. Additionally, the interactions among these components [...] Read more.
Metacognition is vital for creativity; however, the specific contributions of its components (i.e., metacognition knowledge, metacognition experience, and metacognition monitoring and control) have received varying levels of attention, particularly due to the limited research on metacognitive experience. Additionally, the interactions among these components in influencing creative cognition remain unclear. We conducted two experiments to explore the influence of metacognitive experience on divergent thinking (e.g., alternative uses tasks, AUT) and the moderating role of creative mindsets—a core element of metacognitive knowledge—in this process. In Experiment 1, retrieval fluency, measured by the quantity of the ideas generated, was used to activate varying levels of metacognitive experience (fluency vs. disfluency) during the AUT. The findings showed that the originality of ideas generated under the disfluency condition was significantly higher than under the fluency condition, suggesting a positive effect of metacognitive disfluency experience on AUT. In Experiment 2, a multiple-choice task was used to prime individuals’ creative mindsets (entity vs. incremental). The results indicated that individuals with a creative growth mindset exhibited greater cognitive persistence under the disfluency condition, subsequently enhancing the originality of their ideas, indicating that creative mindsets moderate the effect of metacognitive disfluency experience on AUT performance via cognitive persistence. We integrated previous findings to describe the interactive impacts of creative mindsets, metacognitive experience, and metacognitive monitoring and control on divergent and convergent creative thinking processes within a metacognitive framework, providing a model to reveal the dynamic interplay of metacognitive processes in creative cognition. Practically, fostering individuals’ growth-oriented creative mindsets may represent a promising avenue for creativity development. Full article
(This article belongs to the Section Studies on Cognitive Processes)
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34 pages, 2580 KiB  
Article
Bayesian Estimation of Generalized Log-Linear Poisson Item Response Models for Fluency Scores Using brms and Stan
by Nils Myszkowski and Martin Storme
J. Intell. 2025, 13(3), 26; https://doi.org/10.3390/jintelligence13030026 - 23 Feb 2025
Viewed by 573
Abstract
Divergent thinking tests are popular instruments to measure a person’s creativity. They often involve scoring fluency, which refers to the count of ideas generated in response to a prompt. The two-parameter Poisson counts model (2PPCM), a generalization of the Rasch Poisson counts model [...] Read more.
Divergent thinking tests are popular instruments to measure a person’s creativity. They often involve scoring fluency, which refers to the count of ideas generated in response to a prompt. The two-parameter Poisson counts model (2PPCM), a generalization of the Rasch Poisson counts model (RPCM) that includes discrimination parameters, has been proposed as a useful approach to analyze fluency scores in creativity tasks, but its estimation was presented in the context of generalized structural equation modeling (GSEM) commercial software (e.g., Mplus). Here, we show how the 2PPCM (and RPCM) can be estimated in a Bayesian multilevel regression framework and interpreted using the R package brms, which provides an interface for the Stan programming language. We illustrate this using an example dataset, which contains fluency scores for three tasks and 202 participants. We discuss model specification, estimation, convergence, fit and comparisons. Furthermore, we provide instructions on plotting item response functions, comparing models, calculating overdispersion and reliability, as well as extracting factor scores. Full article
(This article belongs to the Special Issue Analysis of a Divergent Thinking Dataset)
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13 pages, 1131 KiB  
Article
How Self-Belief in Creativity and Well-Being Is Associated with Life Satisfaction, Meaning in Life, and Psychological Richness: The Mediating Effect of Creative Self-Efficacy
by Dongdong Liu, Chenggang Wu, Yaxuan Meng and Jing Dang
J. Intell. 2025, 13(3), 25; https://doi.org/10.3390/jintelligence13030025 - 20 Feb 2025
Viewed by 1093
Abstract
This study aimed to validate the Chinese version of the self-beliefs in creativity and well-being (SBCWs) and probe its associations with life satisfaction, meaning in life, and psychological richness. Additionally, it explored the mediating role of creative self-efficacy between SBCWs and well-being. Evidence [...] Read more.
This study aimed to validate the Chinese version of the self-beliefs in creativity and well-being (SBCWs) and probe its associations with life satisfaction, meaning in life, and psychological richness. Additionally, it explored the mediating role of creative self-efficacy between SBCWs and well-being. Evidence of the reliability and validity of the Chinese SBCWs were provided, with their correlation to well-being measures offering further validity support. Mediation analyses showed that creative self-efficacy mediated the links between SBCW and life satisfaction, psychological richness, and presence of meaning, but not between SBCW and the search for meaning. Differential SBCW predictions for short- and long-term well-being were confirmed, suggesting SBCW’s split of short-term and long-term focus. The study highlights creativity and creative self-efficacy’s importance in well-being. Full article
(This article belongs to the Special Issue The Formation and Evaluation of Critical and Creative Thinking for Good Personal, Academic and Professional Performance in These New Times)
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1 pages, 622 KiB  
Correction
Correction: Kang et al. (2024). The Development and Application of an Intelligent Assessment and Strategy Implementation System for Non-Intellectual Factors in Mathematics Learning Among Senior High School Students. Journal of Intelligence 12: 126
by Yueyuan Kang, Guangming Wang, Luxuan Liu, Jing Liu and Qianqian Gao
J. Intell. 2025, 13(3), 24; https://doi.org/10.3390/jintelligence13030024 - 20 Feb 2025
Viewed by 426
Abstract
In the published publication [...] Full article
(This article belongs to the Special Issue Emerging Digital Technologies for Intelligence and Emotional intelligence)
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