Pub Date : 2024-12-27DOI: 10.3390/jintelligence13010001
Robert J Sternberg, Sherry Lin, Eric C K Nguyen
Curricula in school often do not prepare students adequately for the kinds of critical and creative thinking that they will need in their careers and lives. Part of the problem is that the characteristics of real-world problems differ greatly from the characteristics of many curricular activities, and so what the students learn in school about critical and creative thinking may fail when generalized to everyday problems. We suggest that extracurricular activities, such as in aspects of musical and athletic training, often prepare students better for real-world challenges. We describe the kinds of methods that can be used in curricular instruction to better prepare students for the challenges of the everyday world.
{"title":"Are \"Extracurricular\" Activities Really Extracurricular? The Activities That Matter Least in School Are the Ones That Best Teach Real-World Critical and Creative Thinking.","authors":"Robert J Sternberg, Sherry Lin, Eric C K Nguyen","doi":"10.3390/jintelligence13010001","DOIUrl":"10.3390/jintelligence13010001","url":null,"abstract":"<p><p>Curricula in school often do not prepare students adequately for the kinds of critical and creative thinking that they will need in their careers and lives. Part of the problem is that the characteristics of real-world problems differ greatly from the characteristics of many curricular activities, and so what the students learn in school about critical and creative thinking may fail when generalized to everyday problems. We suggest that extracurricular activities, such as in aspects of musical and athletic training, often prepare students better for real-world challenges. We describe the kinds of methods that can be used in curricular instruction to better prepare students for the challenges of the everyday world.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"13 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11766062/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143034904","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-23DOI: 10.3390/jintelligence12120130
Denise Andrzejewski, Sandra Oberleiter, Marco Vetter, Jakob Pietschnig
After almost a century of global generational IQ test score gains, the Flynn effect has, in the past decades, been observed to show stagnation and reversals in several countries. Tentative evidence from academic achievement data has suggested that these trajectory changes may be rooted in a decreasing strength of the positive manifold of intelligence due to increasing ability differentiation and specialization in the general population. Here, we provide direct evidence for generational IQ test score and positive manifold strength changes based on IQ test standardization data from 1392 Austrian residents between 2005 and 2018. Our analyses revealed positive Flynn effects across all domains of the IQ test (Cohen's d from 0.21 to 0.91) but a trend toward decreasing strength in the positive manifold of intelligence (R2 from .908 to .892), though these changes were not statistically significant. Our results are consistent with the idea that increasingly inconsistent Flynn effect trajectories may be attributed to increasing ability differentiation and specialization in the general population over time.
{"title":"Increasing IQ Test Scores and Decreasing <i>g</i>: The Flynn Effect and Decreasing Positive Manifold Strengths in Austria (2005-2018).","authors":"Denise Andrzejewski, Sandra Oberleiter, Marco Vetter, Jakob Pietschnig","doi":"10.3390/jintelligence12120130","DOIUrl":"10.3390/jintelligence12120130","url":null,"abstract":"<p><p>After almost a century of global generational IQ test score gains, the Flynn effect has, in the past decades, been observed to show stagnation and reversals in several countries. Tentative evidence from academic achievement data has suggested that these trajectory changes may be rooted in a decreasing strength of the positive manifold of intelligence due to increasing ability differentiation and specialization in the general population. Here, we provide direct evidence for generational IQ test score and positive manifold strength changes based on IQ test standardization data from 1392 Austrian residents between 2005 and 2018. Our analyses revealed positive Flynn effects across all domains of the IQ test (Cohen's d from 0.21 to 0.91) but a trend toward decreasing strength in the positive manifold of intelligence (<i>R</i><sup>2</sup> from .908 to .892), though these changes were not statistically significant. Our results are consistent with the idea that increasingly inconsistent Flynn effect trajectories may be attributed to increasing ability differentiation and specialization in the general population over time.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11676032/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900258","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-16DOI: 10.3390/jintelligence12120129
Tanja Bipp, Serena Wee, Marvin Walczok, Laura Hansal
Technological advances have introduced new methods for assessing psychological constructs, moving beyond traditional paper-pencil tests. Game-related assessments (GRAs) offer several advantages for research and practice, though questions about their construct validity persist. This meta-analysis investigated the relationship between indicators derived from computer-based games and traditional cognitive ability measures, examining whether measurement scope (single vs. multiple indicators) or measurement medium of cognitive ability (computer-based vs. paper-pencil) influences this relationship. We identified 52 eligible samples stemming from 44 papers, including data from over 6100 adult participants. The results from three-stage mixed-effects meta-analyses showed an overall observed correlation of r = 0.30 (p < 0.001; corrected r = 0.45) between GRA indicators and traditional cognitive ability measures with substantial heterogeneity in effect sizes. Stronger relationships were found when cognitive ability was measured by multiple indicators, but no differences emerged based on the measurement medium of cognitive ability. Furthermore, GRAs intended to assess cognitive ability did not show stronger relationships with traditional measures of cognitive ability than GRAs not specifically used to measure cognitive ability. Overall, our findings suggest that GRAs are related to traditional cognitive ability measures. However, the overall effect size raises questions about whether GRAs and traditional measures capture the same aspects of cognitive ability or if GRAs also measure other constructs beyond cognitive ability.
{"title":"The Relationship Between Game-Related Assessment and Traditional Measures of Cognitive Ability-A Meta-Analysis.","authors":"Tanja Bipp, Serena Wee, Marvin Walczok, Laura Hansal","doi":"10.3390/jintelligence12120129","DOIUrl":"10.3390/jintelligence12120129","url":null,"abstract":"<p><p>Technological advances have introduced new methods for assessing psychological constructs, moving beyond traditional paper-pencil tests. Game-related assessments (GRAs) offer several advantages for research and practice, though questions about their construct validity persist. This meta-analysis investigated the relationship between indicators derived from computer-based games and traditional cognitive ability measures, examining whether measurement scope (single vs. multiple indicators) or measurement medium of cognitive ability (computer-based vs. paper-pencil) influences this relationship. We identified 52 eligible samples stemming from 44 papers, including data from over 6100 adult participants. The results from three-stage mixed-effects meta-analyses showed an overall observed correlation of <i>r</i> = 0.30 (<i>p</i> < 0.001; corrected <i>r</i> = 0.45) between GRA indicators and traditional cognitive ability measures with substantial heterogeneity in effect sizes. Stronger relationships were found when cognitive ability was measured by multiple indicators, but no differences emerged based on the measurement medium of cognitive ability. Furthermore, GRAs intended to assess cognitive ability did not show stronger relationships with traditional measures of cognitive ability than GRAs not specifically used to measure cognitive ability. Overall, our findings suggest that GRAs are related to traditional cognitive ability measures. However, the overall effect size raises questions about whether GRAs and traditional measures capture the same aspects of cognitive ability or if GRAs also measure other constructs beyond cognitive ability.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11676581/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-15DOI: 10.3390/jintelligence12120128
Monika Fleischhauer, Felix M Schweitzer, Sören Enge
Need for Cognition (NFC) refers to the enjoyment of and the search for intellectual challenges. Although numerous studies suggest associations between NFC and cognitive performance, the processes and factors that may mediate the relationship are not yet well understood. Based on the literature suggesting that self-efficacy (SE) expectancies mediate the relationship between NFC and cognitive performance, we sought to investigate this relationship systematically under controlled laboratory conditions. Additionally, we were interested in whether the visibility of the test subject's performance to others (i.e., the experimenter) would influence these correlations. After an online questionnaire assessing NFC, 204 participants completed a set of highly demanding intelligence tasks in the laboratory. Following the sample tasks and prior to working through the task battery, task-specific SE about solving the tasks was assessed. To examine the role of visibility, participants either worked alone or were observed by the investigator while completing the tasks. We found a moderate positive association between NFC and task-specific SE, as well as a significant small positive association between NFC and task performance. Further analyses indicated that the relationship between NFC and task performance is fully mediated by task-specific SE, without any moderation effects related to the visibility of one's own task performance to others. Our study suggests that the relationship between NFC and cognitive performance is also due to the positive influence of NFC on task-specific SE, which in turn influences cognitive performance.
认知需求(Need for Cognition,简称NFC)是指对智力挑战的享受和探索。尽管大量研究表明NFC与认知表现之间存在关联,但可能介导这种关系的过程和因素尚未得到很好的理解。基于文献表明,自我效能预期介导了NFC与认知表现之间的关系,我们试图在受控的实验室条件下系统地研究这种关系。此外,我们对测试对象的表现对其他人(即实验者)的可见性是否会影响这些相关性感兴趣。在完成一份评估NFC的在线问卷后,204名参与者在实验室完成了一系列高要求的智力任务。在完成示例任务之后,在完成任务组之前,评估了关于解决任务的特定于任务的SE。为了检验可见性的作用,参与者要么单独工作,要么在完成任务时被研究者观察。我们发现,近距离接触与特定任务体验之间存在适度的正相关,而近距离接触与任务绩效之间存在显著的小正相关。进一步的分析表明,NFC与任务绩效之间的关系完全由任务特异性SE介导,而对自己的任务绩效对他人的可见性没有任何调节作用。我们的研究表明,NFC与认知表现之间的关系也是由于NFC对任务特异性SE的积极影响,进而影响认知表现。
{"title":"Yes, I Can: The Interplay of Need for Cognition and Task Confidence in Cognitive Task Performance.","authors":"Monika Fleischhauer, Felix M Schweitzer, Sören Enge","doi":"10.3390/jintelligence12120128","DOIUrl":"10.3390/jintelligence12120128","url":null,"abstract":"<p><p>Need for Cognition (NFC) refers to the enjoyment of and the search for intellectual challenges. Although numerous studies suggest associations between NFC and cognitive performance, the processes and factors that may mediate the relationship are not yet well understood. Based on the literature suggesting that self-efficacy (SE) expectancies mediate the relationship between NFC and cognitive performance, we sought to investigate this relationship systematically under controlled laboratory conditions. Additionally, we were interested in whether the visibility of the test subject's performance to others (i.e., the experimenter) would influence these correlations. After an online questionnaire assessing NFC, 204 participants completed a set of highly demanding intelligence tasks in the laboratory. Following the sample tasks and prior to working through the task battery, task-specific SE about solving the tasks was assessed. To examine the role of visibility, participants either worked alone or were observed by the investigator while completing the tasks. We found a moderate positive association between NFC and task-specific SE, as well as a significant small positive association between NFC and task performance. Further analyses indicated that the relationship between NFC and task performance is fully mediated by task-specific SE, without any moderation effects related to the visibility of one's own task performance to others. Our study suggests that the relationship between NFC and cognitive performance is also due to the positive influence of NFC on task-specific SE, which in turn influences cognitive performance.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11677040/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900264","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-13DOI: 10.3390/jintelligence12120127
Lizbeth Puerta-Sierra, Rogelio Puente-Díaz
We posit that curiosity, an epistemic emotion, is an integral part of entrepreneurial education, entrepreneurial activities, and learning, which seek to develop an entrepreneurial mindset, a form of cognitive ability. The purpose of the present investigation was to examine the influence of autonomy and competence satisfaction on epistemic curiosity and the influence of epistemic curiosity on epistemic satisfaction and performance on epistemic activities in entrepreneurial education. Participants completed a battery of questionnaires in three waves of data collection. Results showed a positive relationship between the satisfaction of the need for autonomy and competence in times 1 and 2. The satisfaction of the need for competence at times 1 and 2 then had a positive relationship with epistemic curiosity at times 1 and 2. Curiosity at time 2 had a positive relationship with epistemic satisfaction at time 3. Our results supported the idea that autonomy and competence satisfaction facilitated the experience of epistemic curiosity and epistemic satisfaction. The implications of developing an entrepreneurial mindset were discussed.
{"title":"Planting the Seed of Epistemic Curiosity: The Role of the Satisfaction of the Needs for Autonomy and Competence.","authors":"Lizbeth Puerta-Sierra, Rogelio Puente-Díaz","doi":"10.3390/jintelligence12120127","DOIUrl":"10.3390/jintelligence12120127","url":null,"abstract":"<p><p>We posit that curiosity, an epistemic emotion, is an integral part of entrepreneurial education, entrepreneurial activities, and learning, which seek to develop an entrepreneurial mindset, a form of cognitive ability. The purpose of the present investigation was to examine the influence of autonomy and competence satisfaction on epistemic curiosity and the influence of epistemic curiosity on epistemic satisfaction and performance on epistemic activities in entrepreneurial education. Participants completed a battery of questionnaires in three waves of data collection. Results showed a positive relationship between the satisfaction of the need for autonomy and competence in times 1 and 2. The satisfaction of the need for competence at times 1 and 2 then had a positive relationship with epistemic curiosity at times 1 and 2. Curiosity at time 2 had a positive relationship with epistemic satisfaction at time 3. Our results supported the idea that autonomy and competence satisfaction facilitated the experience of epistemic curiosity and epistemic satisfaction. The implications of developing an entrepreneurial mindset were discussed.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11678359/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Non-intellectual factors in mathematics are key psychological factors that influence students' cognitive activities and, consequently, their learning efficiency. While the assessment of these factors has gained increasing academic attention, research on the effective use of intelligent tools to assess and improve students' non-intellectual factors remains insufficient. This study employed intelligent technology to develop the Intelligent Assessment and Strategy Implementation System for Non-intellectual Factors in Mathematics Learning for Primary and Secondary School Students, which integrates an assessment index system, scales, regional norms, and personalized improvement strategies, enabling it to automatically generate bulk reports on students' non-intellectual factor scores across various dimensions and provide targeted improvement strategies. In order to test its effectiveness, the intelligent system was applied across several provinces, cities, and schools in China. Eleventh-grade students from X Middle School in T City served as a representative case study. The interventions were based on the strategies provided by the system, and the research consistently demonstrated that the "Intelligent Assessment and Strategy Implementation System of Mathematics Non-intellectual Factors for Primary and Secondary School Students" effectively delivers high-precision diagnoses and personalized intervention strategies.
{"title":"The Development and Application of an Intelligent Assessment and Strategy Implementation System for Non-Intellectual Factors in Mathematics Learning Among Senior High School Students.","authors":"Yueyuan Kang, Guangming Wang, Luxuan Liu, Jing Liu, Qianqian Gao","doi":"10.3390/jintelligence12120126","DOIUrl":"10.3390/jintelligence12120126","url":null,"abstract":"<p><p>Non-intellectual factors in mathematics are key psychological factors that influence students' cognitive activities and, consequently, their learning efficiency. While the assessment of these factors has gained increasing academic attention, research on the effective use of intelligent tools to assess and improve students' non-intellectual factors remains insufficient. This study employed intelligent technology to develop the Intelligent Assessment and Strategy Implementation System for Non-intellectual Factors in Mathematics Learning for Primary and Secondary School Students, which integrates an assessment index system, scales, regional norms, and personalized improvement strategies, enabling it to automatically generate bulk reports on students' non-intellectual factor scores across various dimensions and provide targeted improvement strategies. In order to test its effectiveness, the intelligent system was applied across several provinces, cities, and schools in China. Eleventh-grade students from X Middle School in T City served as a representative case study. The interventions were based on the strategies provided by the system, and the research consistently demonstrated that the \"Intelligent Assessment and Strategy Implementation System of Mathematics Non-intellectual Factors for Primary and Secondary School Students\" effectively delivers high-precision diagnoses and personalized intervention strategies.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11676365/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900262","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-06DOI: 10.3390/jintelligence12120125
Florent Vinchon, Valentin Gironnay, Todd Lubart
This study examined generative artificial intelligences (GenAIs), as popularized by ChatGPT, in standardized creativity tests. Benchmarking GenAI against human performance, the results showed that ChatGPT demonstrated remarkable fluency in content generation, though the creative output was average. The random nature of AI creativity and the dependency on the richness of the training database require a reassessment of traditional creativity metrics, especially for AI. Our findings highlight the integral role humans play in guiding AI to foster genuine originality, suggesting the need for future research in human-AI co-creation and the development of robust AI creativity measurement mechanisms.
{"title":"GenAI Creativity in Narrative Tasks: Exploring New Forms of Creativity.","authors":"Florent Vinchon, Valentin Gironnay, Todd Lubart","doi":"10.3390/jintelligence12120125","DOIUrl":"10.3390/jintelligence12120125","url":null,"abstract":"<p><p>This study examined generative artificial intelligences (GenAIs), as popularized by ChatGPT, in standardized creativity tests. Benchmarking GenAI against human performance, the results showed that ChatGPT demonstrated remarkable fluency in content generation, though the creative output was average. The random nature of AI creativity and the dependency on the richness of the training database require a reassessment of traditional creativity metrics, especially for AI. Our findings highlight the integral role humans play in guiding AI to foster genuine originality, suggesting the need for future research in human-AI co-creation and the development of robust AI creativity measurement mechanisms.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11678044/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900338","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-03DOI: 10.3390/jintelligence12120124
Bo Tang, Senlin Li, Changhua Zhao
Universities and schools rely heavily on the ability to forecast student performance, as it enables them to develop efficient strategies for enhancing academic results and averting student attrition. The automation of processes and the management of large datasets generated by technology-enhanced learning tools can facilitate the analysis and processing of these data, which provides crucial insights into the knowledge of students and their engagement with academic endeavors. The method under consideration aims to forecast the academic achievement of students through an ensemble of deep neural networks. The proposed method presents a new feature-ranking mechanism based on existing approaches. This mechanism is effective in identifying the most pertinent features and their correlation with the academic performance of students. The proposed method employs an optimization strategy to concurrently configure and train the deep neural networks within our ensemble system. Furthermore, the proposed ensemble model uses weighted voting among its learning components for more accurate prediction. Put simply, the suggested approach enhances the accuracy of academic performance predictions for students not only by employing weighted ensemble techniques, but also by optimizing the parameters of deep learning models. These experimental outcomes provide evidence that the proposed method outperformed the alternative approaches, accurately predicting student performance with a root-mean-square error (RMSE) value of 1.66, a Mean Absolute Percentage Error (MAPE) value of 9.75, and an R-squared value of 0.7430. These results show a significant improvement compared to the null model (RMSE = 4.05, MAPE = 24.89, and R-squared = 0.2897) and prove the efficiency of the techniques employed in the proposed method.
{"title":"Predicting the Performance of Students Using Deep Ensemble Learning.","authors":"Bo Tang, Senlin Li, Changhua Zhao","doi":"10.3390/jintelligence12120124","DOIUrl":"10.3390/jintelligence12120124","url":null,"abstract":"<p><p>Universities and schools rely heavily on the ability to forecast student performance, as it enables them to develop efficient strategies for enhancing academic results and averting student attrition. The automation of processes and the management of large datasets generated by technology-enhanced learning tools can facilitate the analysis and processing of these data, which provides crucial insights into the knowledge of students and their engagement with academic endeavors. The method under consideration aims to forecast the academic achievement of students through an ensemble of deep neural networks. The proposed method presents a new feature-ranking mechanism based on existing approaches. This mechanism is effective in identifying the most pertinent features and their correlation with the academic performance of students. The proposed method employs an optimization strategy to concurrently configure and train the deep neural networks within our ensemble system. Furthermore, the proposed ensemble model uses weighted voting among its learning components for more accurate prediction. Put simply, the suggested approach enhances the accuracy of academic performance predictions for students not only by employing weighted ensemble techniques, but also by optimizing the parameters of deep learning models. These experimental outcomes provide evidence that the proposed method outperformed the alternative approaches, accurately predicting student performance with a root-mean-square error (RMSE) value of 1.66, a Mean Absolute Percentage Error (MAPE) value of 9.75, and an R-squared value of 0.7430. These results show a significant improvement compared to the null model (RMSE = 4.05, MAPE = 24.89, and R-squared = 0.2897) and prove the efficiency of the techniques employed in the proposed method.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11677974/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-01DOI: 10.3390/jintelligence12120123
Ricarda Steinmayr, Ursula Kessels
The association between school students' social background and school achievement is well documented. Recent studies demonstrated that this association might be moderated by the level of cognitive potential. Based on these results, we recruited an elementary school sample (N = 837) and an adolescent sample at the end of their compulsory school time (N = 2100) to investigate whether the associations between students' social background and their academic achievement in math and language arts were moderated by the level of their general cognitive competencies, i.e., intelligence. To this end, we assessed intelligence, math and reading competencies, teacher-reported grades, and students' socio-economic background (number of books at home). In both samples, the association between students' socio-economic background and language arts grades was moderated by their intelligence level but not the ones with math grades, reading, and math competencies. The association between socio-economic background and language arts grades was strongest in the average intelligence sample and smaller in the above-average intelligence sample. Results are discussed with regard to their implications for the discussion of social injustice in schools.
{"title":"Does Students' Level of Intelligence Moderate the Relationship Between Socio-Economic Status and Academic Achievement?","authors":"Ricarda Steinmayr, Ursula Kessels","doi":"10.3390/jintelligence12120123","DOIUrl":"10.3390/jintelligence12120123","url":null,"abstract":"<p><p>The association between school students' social background and school achievement is well documented. Recent studies demonstrated that this association might be moderated by the level of cognitive potential. Based on these results, we recruited an elementary school sample (<i>N</i> = 837) and an adolescent sample at the end of their compulsory school time (<i>N</i> = 2100) to investigate whether the associations between students' social background and their academic achievement in math and language arts were moderated by the level of their general cognitive competencies, i.e., intelligence. To this end, we assessed intelligence, math and reading competencies, teacher-reported grades, and students' socio-economic background (number of books at home). In both samples, the association between students' socio-economic background and language arts grades was moderated by their intelligence level but not the ones with math grades, reading, and math competencies. The association between socio-economic background and language arts grades was strongest in the average intelligence sample and smaller in the above-average intelligence sample. Results are discussed with regard to their implications for the discussion of social injustice in schools.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11727768/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Autism spectrum disorder (ASD) has a significant impact on a person's social, emotional, and communication functioning. According to research, individualized instruction can significantly improve these deficits. One of the most successful methods of achieving this outcome is by gaming platforms that provide serious games (SGs). This article is a systematic review study using the PRISMA diagram that delves into current research on the characteristics and design criteria of serious gaming platforms suitable for people with autism, presenting the benefits of using serious gaming platforms and highlighting the importance of differentiated strategy and planning, as well as disadvantages such as financial cost and complexity. According to the conclusions of this analysis, the bulk of these programs focus on prototyping and strengthening social and emotional abilities. It is also emphasized that platforms aiming at a bigger audience of persons with ASD, as well as a larger sample size, are required.
{"title":"Gaming Platforms for People with ASD.","authors":"Irini Chaidi, Pantelis Pergantis, Athanasios Drigas, Charalampos Karagiannidis","doi":"10.3390/jintelligence12120122","DOIUrl":"10.3390/jintelligence12120122","url":null,"abstract":"<p><p>Autism spectrum disorder (ASD) has a significant impact on a person's social, emotional, and communication functioning. According to research, individualized instruction can significantly improve these deficits. One of the most successful methods of achieving this outcome is by gaming platforms that provide serious games (SGs). This article is a systematic review study using the PRISMA diagram that delves into current research on the characteristics and design criteria of serious gaming platforms suitable for people with autism, presenting the benefits of using serious gaming platforms and highlighting the importance of differentiated strategy and planning, as well as disadvantages such as financial cost and complexity. According to the conclusions of this analysis, the bulk of these programs focus on prototyping and strengthening social and emotional abilities. It is also emphasized that platforms aiming at a bigger audience of persons with ASD, as well as a larger sample size, are required.</p>","PeriodicalId":52279,"journal":{"name":"Journal of Intelligence","volume":"12 12","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11728089/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142900335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}