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Willbrand EH, Jackson S, Chen S, Hathaway CB, Voorhies WI, Bunge SA, Weiner KS. Sulcal variability in anterior lateral prefrontal cortex contributes to variability in reasoning performance among young adults. Brain Struct Funct 2024; 229:387-402. [PMID: 38184493 DOI: 10.1007/s00429-023-02734-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 11/12/2023] [Indexed: 01/08/2024]
Abstract
Identifying structure-function correspondences is a major goal among biologists, cognitive neuroscientists, and brain mappers. Recent studies have identified relationships between performance on cognitive tasks and the presence or absence of small, shallow indentations, or sulci, of the human brain. Building on the previous finding that the presence of the ventral para-intermediate frontal sulcus (pimfs-v) in the left anterior lateral prefrontal cortex (aLPFC) was related to reasoning task performance in children and adolescents, we tested whether this relationship extended to a different sample, age group, and reasoning task. As predicted, the presence of this aLPFC sulcus was also associated with higher reasoning scores in young adults (ages 22-36). These findings have not only direct developmental, but also evolutionary relevance-as recent work shows that the pimfs-v is exceedingly rare in chimpanzees. Thus, the pimfs-v is a key developmental, cognitive, and evolutionarily relevant feature that should be considered in future studies examining how the complex relationships among multiscale anatomical and functional features of the brain give rise to abstract thought.
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Affiliation(s)
- Ethan H Willbrand
- Medical Scientist Training Program, School of Medicine and Public Health, University of WI-Madison, Madison, WI, USA
| | - Samantha Jackson
- Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA
| | - Szeshuen Chen
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA
| | | | - Willa I Voorhies
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA
| | - Silvia A Bunge
- Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA.
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA.
| | - Kevin S Weiner
- Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA.
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA.
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Willbrand EH, Jackson S, Chen S, Hathaway CB, Voorhies WI, Bunge SA, Weiner KS. Sulcal variability in anterior lateral prefrontal cortex contributes to variability in reasoning performance among young adults. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.10.528061. [PMID: 36798378 PMCID: PMC9934691 DOI: 10.1101/2023.02.10.528061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/13/2023]
Abstract
Identifying structure-function correspondences is a major goal among biologists, cognitive neuroscientists, and brain mappers. Recent studies have identified relationships between performance on cognitive tasks and the presence or absence of small, shallow indentations, or sulci, of the human brain. Building on the previous finding that the presence of one such sulcus in the left anterior lateral prefrontal cortex (aLPFC) was related to reasoning task performance in children and adolescents, we tested whether this relationship extended to a different sample, age group, and reasoning task. As predicted, the presence of this aLPFC sulcus-the ventral para-intermediate frontal sulcus-was also associated with higher reasoning scores in young adults (ages 22-36). These findings have not only direct developmental, but also evolutionary relevance-as recent work shows that the pimfs-v is exceedingly rare in chimpanzees. Thus, the pimfs-v is a novel developmental, cognitive, and evolutionarily relevant feature that should be considered in future studies examining how the complex relationships among multiscale anatomical and functional features of the brain give rise to abstract thought.
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Affiliation(s)
- Ethan H. Willbrand
- Medical Scientist Training Program, University of Wisconsin–Madison, Madison, WI USA
- School of Medicine and Public Health, University of Wisconsin–Madison, Madison, WI USA
| | - Samantha Jackson
- Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA
| | - Szeshuen Chen
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA
| | | | - Willa I. Voorhies
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA
| | - Silvia A. Bunge
- Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA
| | - Kevin S. Weiner
- Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA
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3
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Laurence PG, Jana TA, Bunge SA, Macedo EC. Eye Gaze Patterns during Reasoning Provide Insights Regarding Individual Differences in Underlying Cognitive Abilities. J Intell 2023; 11:jintelligence11040075. [PMID: 37103260 PMCID: PMC10145645 DOI: 10.3390/jintelligence11040075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 03/14/2023] [Accepted: 04/13/2023] [Indexed: 04/28/2023] Open
Abstract
Sequences of eye movements during performance of a reasoning task has provided insights into the strategies individuals use to solve that specific task; however, prior studies have not examined whether eye gaze metrics reflect cognitive abilities in a way that transcends a specific task. Thus, our study aimed to explore the relationship between eye movement sequences and other behavioral measures. Here, we present two studies that related different eye gaze metrics in a matrix reasoning task with performance on a different test of fluid reasoning and tests of planning, working memory, and cognitive flexibility. Additionally, we related gaze metrics to self-reported executive functioning in daily life, as measured by BRIEF-A. To perform this, we classified the participants' eye gaze in each item of the matrices test using an algorithm and then used LASSO regression models with the cognitive abilities as the dependent variable to select eye-tracking metrics to predict it. Overall, specific and distinct eye gaze metrics predicted 57% variance in the fluid reasoning scores; 17% variance in the planning scores; and 18% variance in the working memory scores. Taken together, these results support the hypothesis that the selected eye-tracking metrics reflect cognitive abilities that transcend specific tasks.
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Affiliation(s)
- Paulo Guirro Laurence
- Social and Cognitive Neuroscience Laboratory and Developmental Disorders Program, Center for Health and Biological Sciences, Mackenzie Presbyterian University, São Paulo 01241-001, Brazil
| | - Tatiana Abrão Jana
- Psychiatry Program, Psychiatry Institute, Medicine School of São Paulo University, São Paulo 05403-903, Brazil
| | - Silvia A Bunge
- Department of Psychology, University of California at Berkeley, Berkeley, CA 94720, USA
- Helen Wills Neuroscience Institute, University of California at Berkeley, Berkeley, CA 94720, USA
| | - Elizeu C Macedo
- Social and Cognitive Neuroscience Laboratory and Developmental Disorders Program, Center for Health and Biological Sciences, Mackenzie Presbyterian University, São Paulo 01241-001, Brazil
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Starr A, Leib ER, Younger JW, Uncapher MR, Bunge SA. Relational thinking: An overlooked component of executive functioning. Dev Sci 2022; 26:e13320. [PMID: 36030539 DOI: 10.1111/desc.13320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 06/14/2022] [Accepted: 07/20/2022] [Indexed: 11/03/2022]
Abstract
Relational thinking, the ability to represent abstract, generalizable relations, is a core component of reasoning and human cognition. Relational thinking contributes to fluid reasoning and academic achievement, particularly in the domain of math. However, due to the complex nature of many fluid reasoning tasks, it has been difficult to determine the degree to which relational thinking has a separable role from the cognitive processes collectively known as executive functions (EFs). Here, we used a simplified reasoning task to better understand how relational thinking contributes to math achievement in a large, diverse sample of elementary and middle school students (N = 942). Students also performed a set of ten adaptive EF assessments, as well as tests of math fluency and fraction magnitude comparison. We found that relational thinking was significantly correlated with each of the three EF composite scores previously derived from this dataset, albeit no more strongly than they were with each other. Further, relational thinking predicted unique variance in students' math fluency and fraction magnitude comparison scores over and above the three EF composites. Thus, we propose that relational thinking be considered an EF in its own right as one of the core, mid-level cognitive abilities that supports cognition and goal-directed behavior. RESEARCH HIGHLIGHTS: Relational thinking, the process of identifying and integrating relations, develops over childhood and is central to reasoning. We collected data from nearly 1000 elementary and middle schoolers on a test of relational thinking, ten standard executive function tasks, and two math tests. Relational thinking predicts unique variance in math achievement not accounted for by canonical EFs throughout middle childhood. We propose that relational thinking should be conceptualized as a core executive function that supports cognitive development and learning.
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Affiliation(s)
- Ariel Starr
- Department of Psychology University of Washington Seattle WA USA
| | - Elena R. Leib
- Department of Psychology University of California Berkeley CA USA
| | - Jessica W. Younger
- Neuroscape, Department of Neurology, Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Melina R. Uncapher
- Neuroscape, Department of Neurology, Weill Institute for Neurosciences University of California San Francisco San Francisco CA USA
| | - Silvia A. Bunge
- Department of Psychology University of California Berkeley CA USA
- Helen Wills Neuroscience Institute University of California Berkeley CA USA
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Corral D, Healy AF, Jones M. The effects of testing the relationships among relational concepts. Cogn Res Princ Implic 2022; 7:47. [PMID: 35639213 PMCID: PMC9156590 DOI: 10.1186/s41235-022-00398-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Accepted: 05/13/2022] [Indexed: 11/25/2022] Open
Abstract
Many concepts are defined by their relationships to one another. However, instructors might teach these concepts individually, neglecting their interconnections. For instance, students learning about statistical power might learn how to define alpha and beta, but not how they are related. We report two experiments that examine whether there is a benefit to training subjects on relations among concepts. In Experiment 1, all subjects studied material on statistical hypothesis testing, half were subsequently quizzed on relationships among these concepts, and the other half were quizzed on their individual definitions; quizzing was used to highlight the information that was being trained in each condition (i.e., relations or definitions). Experiment 2 also included a mixed training condition that quizzed both relations and definitions, and a control condition that only included study. Subjects were then tested on both types of questions and on three conceptually related question types. In Experiment 1, subjects trained on relations performed numerically better on relational test questions than subjects trained on definitions (nonsignificant trend), whereas definitional test questions showed the reverse pattern; no performance differences were found between the groups on the other question types. In Experiment 2, relational training benefitted performance on relational test questions and on some question types that were not quizzed, whereas definitional training only benefited performance on test questions on the trained definitions. In contrast, mixed training did not aid learning above and beyond studying. Relational training thus seems to facilitate transfer of learning, whereas definitional training seems to produce training specificity effects.
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Affiliation(s)
- Daniel Corral
- Department of Psychology, Syracuse University, 475 Huntington Hall, Syracuse, NY, 13244, USA.
| | - Alice F Healy
- Department of Psychology and Neuroscience, University of Colorado Boulder, Muenzinger Building, Boulder, CO, 80309-0345, USA
| | - Matt Jones
- Department of Psychology and Neuroscience, University of Colorado Boulder, Muenzinger Building, Boulder, CO, 80309-0345, USA
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Deficits in access consciousness, integrative function, and consequent autonoetic thinking in schizophrenia. Med Hypotheses 2021; 155:110664. [PMID: 34425452 DOI: 10.1016/j.mehy.2021.110664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Revised: 06/09/2021] [Accepted: 08/10/2021] [Indexed: 11/23/2022]
Abstract
Alterations within consciousness in schizophrenia can be evidenced by impediments in self-awareness and loss of agency. Ned Block's definition of access consciousness is applied in order to further delineate cognitive deficits involving reflective thought and autonoetic thinking in persons with schizophrenia. Current theories on the nature and functioning of consciousness are discussed, which include Global Workspace Theory and metarepresentational characterizations. These describe a recursive, integrative quality to consciousness, contributed to by the functions of access consciousness, that is relevant in examining cognitive deficits in schizophrenia. The integrative deficit that is described as operating in conscious process involves a failure to incorporate prior outputs from a separate cognitive task and integrate these into a novel working schema. The alterations in access consciousness in persons with schizophrenia appear to be a consequence of disrupted integrative cognitive functions. An anteceding problem with cortical circuits involving integrative functions related to access consciousness is therefore hypothesized to manifest as subsequent cognitive dysfunction that leads to symptoms of schizophrenia. Constitutive failures to integrate information in schizophrenia could lead to an inability to create experiential unity and manage content in autonoetic consciousness. Some of the aberrant reasoning manifested by persons with schizophrenia, including problems with hierarchical relational reasoning, model-based-learning, J-con, ipseity, and source monitoring, could also reflect alterations in access consciousness, and their investigation offers additional approaches for scientific inquiry.
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Bias and sensitivity to task constraints in spontaneous relational attention. J Exp Child Psychol 2020; 202:104981. [PMID: 33161340 DOI: 10.1016/j.jecp.2020.104981] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2019] [Revised: 07/17/2020] [Accepted: 08/07/2020] [Indexed: 11/22/2022]
Abstract
Two experiments examined factors that predicted children's tendencies to match objects versus relations across scenes when no instruction was given. Specifically, we assessed the presence of higher relational responding in children by (a) age, (b) greater presumed experience in generating relations through socialization in China versus the United States, and (c) in children with greater manipulated experience via a relational priming task. Experiment 1 showed that Chinese and U.S. children across all ages showed an initial bias to match objects versus relations across scenes. However, older children in both regions were more likely to notice features of the task that indicated attending to relational matches was a more reliable solution, and shifted their responding toward relations over the course of the task. Experiment 2 replicated the object-mapping bias and age effects within U.S. children while also examining the impact of directly manipulating children's relational experiences to test the malleability of the bias. Before the main scene-mapping task, children did a relation generation task known to prime attention to relations. This did not override the initial bias toward object mapping, but it magnified the role of age, making older children increasingly sensitive to task features that prompted relational matches, further shifting their responding toward relations over the course of the task.
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Capitani E, Branchini E, Burro R, Savardi U, Bianchi I. The opposite of a transformation process. An exploration based on diagrams. JOURNAL OF COGNITIVE PSYCHOLOGY 2020. [DOI: 10.1080/20445911.2020.1814307] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Affiliation(s)
- Elena Capitani
- Department of Education, Cultural heritage and Tourism, University of Macerata (Italy) Macerata, Italy
| | - Erika Branchini
- Department of Human Sciences, University of Verona, Verona, Italy
| | - Roberto Burro
- Department of Human Sciences, University of Verona, Verona, Italy
| | - Ugo Savardi
- Department of Human Sciences, University of Verona, Verona, Italy
| | - Ivana Bianchi
- Department of Humanities, University of Macerata, Macerata, Italy
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Kalra PB, Hubbard EM, Matthews PG. Taking the Relational Structure of Fractions Seriously: Relational Reasoning Predicts Fraction Knowledge in Elementary School Children. CONTEMPORARY EDUCATIONAL PSYCHOLOGY 2020; 62:101896. [PMID: 32831458 PMCID: PMC7442207 DOI: 10.1016/j.cedpsych.2020.101896] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Understanding and using symbolic fractions in mathematics is critical for access to advanced STEM concepts. However, children and adults consistently struggle with fractions. Here, we take a novel perspective on symbolic fractions, considering them within the framework of relational structures in cognitive psychology, such as those studied in analogy research. We tested the hypothesis that relational reasoning ability is important for reasoning about fractions by examining the relation between scores on a domain-general test of relational reasoning (TORR Jr.) and a test of fraction knowledge consisting of various types of fraction problems in 194 second grade and 145 fifth grade students. We found that relational reasoning was a significant predictor of fractions knowledge, even when controlling for non-verbal IQ and fractions magnitude processing for both grades. The effects of relational reasoning also remained significant when controlling for overall mathematics knowledge and skill for second graders but was attenuated for fifth graders. These findings suggest that this important subdomain of mathematical cognition is integrally tied to relational reasoning and opens the possibility that instruction targeting relational reasoning may prove to be a viable avenue for improving children's fractions skills.
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Abstract
A belief about education that dates back several millennia is that in addition to imparting specific facts, it hones general cognitive abilities that can be leveraged for future learning. However, this idea has been a source of heated debate over the past century. Here, we focus on the question of whether and when schooling hones reasoning skills. We point to research demonstrating cognitive benefits of both broad and specific educational experiences. We then highlight studies that have begun to elucidate underlying mechanisms of learning. Given our society’s substantial investment in education, it behooves us to understand how best to prepare individuals to participate in the modern workforce and tackle the challenges of daily living.
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Affiliation(s)
- Silvia A. Bunge
- Department of Psychology, University of California, Berkeley
- Helen Wills Neuroscience Institute, University of California, Berkeley
| | - Elena R. Leib
- Department of Psychology, University of California, Berkeley
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11
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The neurocognitive gains of diagnostic reasoning training using simulated interactive veterinary cases. Sci Rep 2019; 9:19878. [PMID: 31882714 PMCID: PMC6934513 DOI: 10.1038/s41598-019-56404-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Accepted: 12/11/2019] [Indexed: 11/24/2022] Open
Abstract
The present longitudinal study ascertained training-associated transformations in the neural underpinnings of diagnostic reasoning, using a simulation game named “Equine Virtual Farm” (EVF). Twenty participants underwent structural, EVF/task-based and resting-state MRI and diffusion tensor imaging (DTI) before and after completing their training on diagnosing simulated veterinary cases. Comparing playing veterinarian versus seeing a colorful image across training sessions revealed the transition of brain activity from scientific creativity regions pre-training (left middle frontal and temporal gyrus) to insight problem-solving regions post-training (right cerebellum, middle cingulate and medial superior gyrus and left postcentral gyrus). Further, applying linear mixed-effects modelling on graph centrality metrics revealed the central roles of the creative semantic (inferior frontal, middle frontal and angular gyrus and parahippocampus) and reward systems (orbital gyrus, nucleus accumbens and putamen) in driving pre-training diagnostic reasoning; whereas, regions implicated in inductive reasoning (superior temporal and medial postcentral gyrus and parahippocampus) were the main post-training hubs. Lastly, resting-state and DTI analysis revealed post-training effects within the occipitotemporal semantic processing region. Altogether, these results suggest that simulation-based training transforms diagnostic reasoning in novices from regions implicated in creative semantic processing to regions implicated in improvised rule-based problem-solving.
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Andrews G, Vann DM. Solving distant analogies reduces belief-based responding in transitive inference. JOURNAL OF COGNITIVE PSYCHOLOGY 2019. [DOI: 10.1080/20445911.2019.1657432] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Glenda Andrews
- School of Applied Psychology, Menzies Institute of Health, Griffith University, Gold Coast, Australia
| | - Damian M. Vann
- School of Applied Psychology, Griffith University, Gold Coast, Australia
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Bianchi I, Branchini E, Burro R, Capitani E, Savardi U. Overtly prompting people to “think in opposites” supports insight problem solving. THINKING & REASONING 2019. [DOI: 10.1080/13546783.2018.1553738] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Affiliation(s)
- Ivana Bianchi
- Department of Humanities, Section of Philosophy and Human Sciences, University of Macerata, Macerata, Italy
| | - Erika Branchini
- Department of Human Sciences, University of Verona, Verona, Italy
| | - Roberto Burro
- Department of Human Sciences, University of Verona, Verona, Italy
| | - Elena Capitani
- Department of Education, Cultural Heritage and Tourism, University of Macerata, Macerata, Italy
| | - Ugo Savardi
- Department of Human Sciences, University of Verona, Verona, Italy
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Guerra-Carrillo BC, Bunge SA. Eye gaze patterns reveal how reasoning skills improve with experience. NPJ SCIENCE OF LEARNING 2018; 3:18. [PMID: 30631479 PMCID: PMC6220245 DOI: 10.1038/s41539-018-0035-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/01/2018] [Revised: 09/15/2018] [Accepted: 09/17/2018] [Indexed: 06/09/2023]
Abstract
Reasoning, our ability to solve novel problems, has been shown to improve as a result of learning experiences. However, the underlying mechanisms of change in this high-level cognitive ability are unclear. We hypothesized that possible mechanisms include improvements in the encoding, maintenance, and/or integration of relations among mental representations - i.e., relational thinking. Here, we developed several eye gaze metrics to pinpoint learning mechanisms that underpin improved reasoning performance. We collected behavioral and eyetracking data from young adults who participated in a Law School Admission Test preparation course involving word-based reasoning problems or reading comprehension. The Reasoning group improved more than the Comprehension group on a composite measure of four visuospatial reasoning assessments. Both groups improved similarly on an eyetracking paradigm involving transitive inference problems, exhibiting faster response times while maintaining high accuracy levels; nevertheless, the Reasoning group exhibited a larger change than the Comprehension group on an ocular metric of relational thinking. Across the full sample, individual differences in response time reductions were associated with increased efficiency of relational thinking. Accounting for changes in visual search and a more specific measure of relational integration improved the prediction accuracy of the model, but changes in these two processes alone did not adequately explain behavioral improvements. These findings provide evidence of transfer of learning across different kinds of reasoning problems after completing a brief but intensive course. More broadly, the high temporal precision and rich derivable parameters of eyetracking make it a powerful approach for probing learning mechanisms.
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Affiliation(s)
- Belén C. Guerra-Carrillo
- Department of Psychology, University of California at Berkeley, Berkeley, CA USA
- Helen Wills Neuroscience Institute, University of California at Berkeley, Berkeley, CA USA
| | - Silvia A. Bunge
- Department of Psychology, University of California at Berkeley, Berkeley, CA USA
- Helen Wills Neuroscience Institute, University of California at Berkeley, Berkeley, CA USA
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Sah P, Fanselow M, Hattie J, Magsamen S, Mattingley J, Quirk G, Williams S. Integrating neuroscience and learning: now's the time... NPJ SCIENCE OF LEARNING 2016; 1:16007. [PMID: 30792893 PMCID: PMC6380374 DOI: 10.1038/npjscilearn.2016.7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Affiliation(s)
- Pankaj Sah
- Queensland Brain Institute, The University of Queensland, Brisbane, QLN, Australia
| | | | - John Hattie
- University of Melbourne, Melbourne, VIC, Australia
| | - Susan Magsamen
- The Brain Science Institute and The Science of Learning Institute, Johns Hopkins University, Baltimore, MD, USA
- Houghton Mifflin Harcourt, Boston, MA, USA
| | - Jason Mattingley
- Queensland Brain Institute, The University of Queensland, Brisbane, QLN, Australia
- School of Psychology, The University of Queensland, Brisbane, QLN, Australia
| | | | - Stephen Williams
- Queensland Brain Institute, The University of Queensland, Brisbane, QLN, Australia
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