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Ward EM, Carlson JM, Chrastil ER. Divide (evenly) and conquer (quickly): Spatial exploration behaviors predict navigational learning and differ by sex. Cognition 2025; 261:106144. [PMID: 40262422 DOI: 10.1016/j.cognition.2025.106144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2024] [Revised: 02/06/2025] [Accepted: 04/03/2025] [Indexed: 04/24/2025]
Abstract
The ability to learn new environments is a foundational human skill, yet we know little about how exploration behaviors shape spatial learning. Here, we investigated the relationships between exploration behaviors and spatial memory in healthy young adults, and further related performance to other measures of individual differences. In the present study, 100 healthy young adults (ages 18-37) freely explored a maze in a virtual desktop environment to learn the locations of 9 objects. Participants then navigated from one object to another without feedback, and their accuracy and path efficiency were determined. Interestingly, participant accuracy ranged from near 0 % to 100 %. Correlations and principal component regression revealed that evenness of exploration (i.e., visiting all locations with a similar frequency) and how quickly all objects were found during exploration were related to performance. Indeed, differences in performance become apparent by the time participants found the 6th object (within the first 50 moves), emphasizing the importance of exploration quality over exploration quantity. Perspective taking ability and video game experience were also related to performance. Critically, we found no correlations between performance on matched pairs of active-passive exploration paths, suggesting that experiencing a "good" exploration path does not lead to better performance; instead, the path is more likely a reflection of the navigator's ability. Sex differences were observed, however, a serial mediation analysis revealed that even exploration had a greater explanatory effect on those sex differences compared to video game experience. Our results indicate that exploration behaviors predict navigational performance and highlight the importance of moment-to-moment behaviors exhibited during exploration and learning.
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Affiliation(s)
- Erica M Ward
- Program in Mathematical, Computational, and Systems Biology, University of California, Irvine, CA, USA.
| | - Jean M Carlson
- Department of Physics, University of California, Santa Barbara, CA, USA.
| | - Elizabeth R Chrastil
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA.
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2
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Baumann V, Dambacher J, Ruitenberg MFL, Schomaker J, Krauel K. Towards a characterization of human spatial exploration behavior. Behav Res Methods 2025; 57:65. [PMID: 39843885 PMCID: PMC11754322 DOI: 10.3758/s13428-024-02581-3] [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] [Accepted: 11/26/2024] [Indexed: 01/24/2025]
Abstract
Spatial exploration is a complex behavior that can be used to gain information about developmental processes, personality traits, or mental disorders. Typically, this is done by analyzing movement throughout an unknown environment. However, in human research, until now there has been no overview on how to analyze movement trajectories with regard to exploration. In the current paper, we provide a discussion of the most common movement measures currently used in human research on spatial exploration, and suggest new indices to capture the efficiency of exploration. We additionally analyzed a large dataset (n = 409) of human participants exploring a novel virtual environment to investigate whether movement measures could be assigned to meaningful higher-order components. Hierarchical clustering of the different measures revealed three different components of exploration (exploratory behavior, spatial shape, and exploration efficiency) that in part replicate components of spatial exploratory behavior identified in animal studies. A validation of our analysis on a second dataset (n = 102) indicated that two of these clusters are stable across different contexts as well as participant samples. For the exploration efficiency cluster, our validation showed that it can be further differentiated into a goal-directed versus a general, area-directed component. By also sharing data and code for our analyses, our results provide much-needed tools for the systematic analysis of human spatial exploration behavior.
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Affiliation(s)
- Valentin Baumann
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Magdeburg, Leipziger Strasse 44, 39120, Magdeburg, Germany.
| | - Johannes Dambacher
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Magdeburg, Leipziger Strasse 44, 39120, Magdeburg, Germany
- Faculty of Computer Science, University of Magdeburg, Leiden, Germany
| | - Marit F L Ruitenberg
- Institute of Psychology, Department of Health, Medical and Neuropsychology, Leiden University, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Judith Schomaker
- Institute of Psychology, Department of Health, Medical and Neuropsychology, Leiden University, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Kerstin Krauel
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Magdeburg, Leipziger Strasse 44, 39120, Magdeburg, Germany
- Center for Behavioral Brain Sciences, Magdeburg, Germany
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3
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Cen D, Teichert E, Hodgetts CJ, Gruber MJ. Curiosity shapes spatial exploration and cognitive map formation in humans. COMMUNICATIONS PSYCHOLOGY 2024; 2:129. [PMID: 39738810 DOI: 10.1038/s44271-024-00174-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 12/05/2024] [Indexed: 01/02/2025]
Abstract
Cognitive maps are thought to arise, at least in part, from our intrinsic curiosity to explore unknown places. However, it remains untested how curiosity shapes aspects of spatial exploration in humans. Combining a virtual reality task with indices of exploration complexity, we found that pre-exploration curiosity states predicted how much individuals spatially explored environments, whereas markers of visual exploration determined post-exploration feelings of interest. Moreover, individual differences in curiosity traits, particularly Stress Tolerance, modulated the relationship between curiosity and spatial exploration, suggesting the capacity to cope with uncertainty enhances the curiosity-exploration link. Furthermore, both curiosity and spatial exploration predicted how precisely participants could recall spatial-relational details of the environment, as measured by a sketch map task. These results provide new evidence for a link between curiosity and exploratory behaviour, and how curiosity might shape cognitive map formation.
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Affiliation(s)
- Danlu Cen
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Wales, UK.
| | - Eva Teichert
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Wales, UK
| | - Carl J Hodgetts
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Wales, UK
- Department of Psychology, Royal Holloway, University of London, London, UK
| | - Matthias J Gruber
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Wales, UK
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Morris S, Farran EK, Gilligan-Lee K. Exploring relative strengths in people with Down syndrome: Spatial thinking and its role in mathematics. J Exp Child Psychol 2024; 246:105986. [PMID: 38917683 DOI: 10.1016/j.jecp.2024.105986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 04/02/2024] [Accepted: 05/07/2024] [Indexed: 06/27/2024]
Abstract
There is convincing evidence that training spatial abilities leads to improved mathematics performance in typically developing (TD) children. However, a lack of information on mathematical development and spatial-mathematical associations in people with Down syndrome (DS) hinders the translation of these interventions. Here, we established developmental trajectories of mathematics and explored whether spatial ability predicts attainment on different mathematics measures in individuals with DS. Participants with DS (n = 36; ages 9-35 years) and TD children (n = 132; ages 4-11 years) completed three groups of tasks: spatial tasks assessing different subdomains of spatial thinking; mathematics tasks assessing early mathematics skills, mathematical reasoning, arithmetic, and geometry; and IQ tasks. The developmental trajectories of mathematics performance against mental age revealed similar starting points of the trajectories and similar rates of development for DS and TD groups. Furthermore, after controlling for verbal skills, spatial skills explained 5.8% to 18.1% of the variation in mathematical performance across different mathematics tasks, and the pattern of spatial-mathematical relations was similar for DS and mental age-matched TD groups. This shows that mathematical development in DS groups appears to mirror that in TD children, indicative of delay only. Strong spatial-mathematical relations were observed for individuals with DS, like those seen for TD participants. This is the vital preliminary knowledge needed to support the design and use of spatial intervention for improving mathematics in individuals with DS.
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Affiliation(s)
- Su Morris
- School of Psychology, University of Surrey, Guildford, Surrey GU2 7XH, UK.
| | - Emily K Farran
- School of Psychology, University of Surrey, Guildford, Surrey GU2 7XH, UK; Centre for Educational Neuroscience, Birkbeck, University of London, London WC1H 0AP, UK
| | - Katie Gilligan-Lee
- School of Psychology, University of Surrey, Guildford, Surrey GU2 7XH, UK; Centre for Educational Neuroscience, Birkbeck, University of London, London WC1H 0AP, UK; School of Psychology, University College Dublin, Ireland
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5
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Courbois Y, Blades M, Hudson KD, Sockeel P, Farran EK. Spatial exploration and navigation in Down syndrome and Williams syndrome. Cortex 2024; 178:32-50. [PMID: 38964151 DOI: 10.1016/j.cortex.2024.06.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 10/10/2023] [Accepted: 06/03/2024] [Indexed: 07/06/2024]
Abstract
We know little about the ability to explore and navigate large-scale space for people with intellectual disability (ID). In this cross-syndrome study, individuals with Down syndrome (DS), individuals with Williams syndrome (WS) and typically developing children (TD; aged 5-11 years) explored virtual environments with the goal of learning where everything was within the environment (Experiment 1) or to find six stars (Experiment 2). There was little difference between the WS and DS groups when the goal was simply to learn about the environment with no specific destination to be reached (Experiment 1); both groups performed at a level akin to a subset of TD children of a similar level of non-verbal ability. The difference became evident when the goal of the task was to locate targets in the environment (Experiment 2). The DS group showed the weakest performance, performing at or below the level of a subset of TD children at a similar level of non-verbal ability, whilst the WS group performed at the level of the TD subset group. The DS, WS and TD group also demonstrated different patterns of exploration behavior. Exploration behaviour in DS was weak and did not improve across trials. In WS, exploration behavior changed across trials but was atypical (the number of revisits increased with repeated trials). Moreover, transdiagnostic individual difference analysis (Latent Profile Analysis) revealed five profiles of exploration and navigation variables, none of which were uniquely specific to DS or to WS. Only the most extreme profile of very poor navigators was specific to participants with DS and WS. Interestingly, all other profiles contained at least one individual with DS and at least one individual with WS. This highlights the importance of investigating heterogeneity in the performance of individuals with intellectual disability and the usefulness of a data-driven transdiagnostic approach to identifying behavioral profiles.
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Affiliation(s)
- Yannick Courbois
- Univ. Lille, ULR 4072 - PSITEC - Psychologie: Interactions Temps Émotions Cognition, Lille, France.
| | - Mark Blades
- Department of Psychology, University of Sheffield, UK
| | - Kerry D Hudson
- Department of Psychology and Human Development, UCL Institute of Education, University College London, UK
| | - Pascal Sockeel
- Univ. Lille, ULR 4072 - PSITEC - Psychologie: Interactions Temps Émotions Cognition, Lille, France
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Giles GE, Cantelon JA, Navarro E, Brunyé TT. State and trait predictors of cognitive responses to acute stress and uncertainty. MILITARY PSYCHOLOGY 2024:1-8. [PMID: 38935408 DOI: 10.1080/08995605.2024.2370708] [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: 10/25/2023] [Accepted: 06/07/2024] [Indexed: 06/28/2024]
Abstract
Stress occurs when conditions burden or exceed an individual's adaptive resources. Military personnel are often tasked with maintaining peak performance under such stressful conditions. Importantly, the effects of stress are nuanced and may vary as a function of individual traits and states. Recent interdisciplinary research has sought to model and identify such relationships. In two previously reported efforts, Soldiers first completed a comprehensive battery of trait assessments across four general domains thought to be predictive of performance: cognitive, health, physical, and social-emotional, and then completed the Decision-Making under Uncertainty and Stress (DeMUS) virtual reality task that probed spatial cognition, memory, and decision-making under stress and variable uncertainty. The present analysis explores whether cognitive, health, physical, and social-emotional trait assessments, as well as physiological state measures, predict or modulate DeMUS performance outcomes under stress. Multiple regression analyses examined the effect of each trait predictor and stress responsiveness on quantitative task performance outcomes. Results revealed that one measure of state stress reactivity, salivary cortisol, predicted lower recognition memory sensitivity. Further, trait measures of healthy eating, agility, flexibility, cognitive updating, and positive emotion predicted enhanced spatial orienting and decision-making performance and confidence. Together, the results suggest that select individual states and traits may predict cognition under stress. Future research should expand to ecologically relevant military stressors during training and operations.
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Affiliation(s)
- Grace E Giles
- Cognitive Science and Applications Branch, United States Army Combat Capabilities Development Command Soldier Center, Natick, Massachusetts
- Center for Applied Brain and Cognitive Sciences, Medford, Massachusetts
| | - Julie A Cantelon
- Cognitive Science and Applications Branch, United States Army Combat Capabilities Development Command Soldier Center, Natick, Massachusetts
- Center for Applied Brain and Cognitive Sciences, Medford, Massachusetts
| | - Ester Navarro
- Center for Applied Brain and Cognitive Sciences, Medford, Massachusetts
| | - Tad T Brunyé
- Cognitive Science and Applications Branch, United States Army Combat Capabilities Development Command Soldier Center, Natick, Massachusetts
- Center for Applied Brain and Cognitive Sciences, Medford, Massachusetts
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Puthusseryppady V, Cossio D, Yu S, Rezwana F, Hegarty M, Jacobs EG, Chrastil ER. Less spatial exploration is associated with poorer spatial memory in midlife adults. Front Aging Neurosci 2024; 16:1382801. [PMID: 38919601 PMCID: PMC11196421 DOI: 10.3389/fnagi.2024.1382801] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 04/22/2024] [Indexed: 06/27/2024] Open
Abstract
Introduction Despite its importance for navigation, very little is known about how the normal aging process affects spatial exploration behavior. We aimed to investigate: (1) how spatial exploration behavior may be altered early in the aging process, (2) the relationship between exploration behavior and subsequent spatial memory, and (3) whether exploration behavior can classify participants according to age. Methods Fifty healthy young (aged 18-28) and 87 healthy midlife adults (aged 43-61) freely explored a desktop virtual maze, learning the locations of nine target objects. Various exploration behaviors (object visits, distance traveled, turns made, etc.) were measured. In the test phase, participants navigated from one target object to another without feedback, and their wayfinding success (% correct trials) was measured. Results In the exploration phase, midlife adults exhibited less exploration overall compared to young adults, and prioritized learning target object locations over maze layout. In the test phase, midlife adults exhibited less wayfinding success when compared to the young adults. Furthermore, following principal components analysis (PCA), regression analyses indicated that both exploration quantity and quality components were associated with wayfinding success in the midlife group, but not the young adults. Finally, we could classify participants according to age with similar accuracy using either their exploration behavior or wayfinding success scores. Discussion Our results aid in the understanding of how aging impacts spatial exploration, and encourages future investigations into how pathological aging may affect spatial exploration behavior.
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Affiliation(s)
- Vaisakh Puthusseryppady
- Department of Neurobiology and Behavior, University of California, Irvine, Irvine, CA, United States
| | - Daniela Cossio
- Department of Neurobiology and Behavior, University of California, Irvine, Irvine, CA, United States
| | - Shuying Yu
- Department of Psychological and Brain Sciences, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Farnaz Rezwana
- Department of Neurobiology and Behavior, University of California, Irvine, Irvine, CA, United States
| | - Mary Hegarty
- Department of Psychological and Brain Sciences, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Emily G. Jacobs
- Department of Psychological and Brain Sciences, University of California, Santa Barbara, Santa Barbara, CA, United States
- Neuroscience Research Institute, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Elizabeth R. Chrastil
- Department of Neurobiology and Behavior, University of California, Irvine, Irvine, CA, United States
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Yang K, Hu Y, Zeng Y, Tong L, Gao Y, Pei C, Li Z, Yan B. EEG Network Analysis of Depressive Emotion Interference Spatial Cognition Based on a Simulated Robotic Arm Docking Task. Brain Sci 2023; 14:44. [PMID: 38248259 PMCID: PMC10813131 DOI: 10.3390/brainsci14010044] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 12/24/2023] [Accepted: 12/29/2023] [Indexed: 01/23/2024] Open
Abstract
Depressive emotion (DE) refers to clinically relevant depressive symptoms without meeting the diagnostic criteria for depression. Studies have demonstrated that DE can cause spatial cognition impairment. However, the brain network mechanisms underlying DE interference spatial cognition remain unclear. This study aimed to reveal the differences in brain network connections between DE and healthy control (HC) groups during resting state and a spatial cognition task. The longer operation time of the DE group during spatial cognition task indicated DE interference spatial cognition. In the resting state stage, the DE group had weaker network connections in theta and alpha bands than the HC group had. Specifically, the electrodes in parietal regions were hubs of the differential networks, which are related to spatial attention. Moreover, in docking task stages, the left frontoparietal network connections in delta, beta, and gamma bands were stronger in the DE group than those of the HC group. The enhanced left frontoparietal connections in the DE group may be related to brain resource reorganization to compensate for spatial cognition decline and ensure the completion of spatial cognition tasks. Thus, these findings might provide new insights into the neural mechanisms of depressive emotion interference spatial cognition.
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Affiliation(s)
- Kai Yang
- Henan Province Key Laboratory of Imaging and Intelligent Processing, PLA Strategy Support Force Information Engineering University, Zhengzhou 450001, China; (K.Y.)
| | - Yidong Hu
- Henan Province Key Laboratory of Imaging and Intelligent Processing, PLA Strategy Support Force Information Engineering University, Zhengzhou 450001, China; (K.Y.)
| | - Ying Zeng
- Henan Province Key Laboratory of Imaging and Intelligent Processing, PLA Strategy Support Force Information Engineering University, Zhengzhou 450001, China; (K.Y.)
- Key Laboratory for Neuroinformation of Ministry of Education, University of Electronic Science and Technology of China, Chengdu 611730, China
| | - Li Tong
- Henan Province Key Laboratory of Imaging and Intelligent Processing, PLA Strategy Support Force Information Engineering University, Zhengzhou 450001, China; (K.Y.)
| | - Yuanlong Gao
- Henan Province Key Laboratory of Imaging and Intelligent Processing, PLA Strategy Support Force Information Engineering University, Zhengzhou 450001, China; (K.Y.)
| | - Changfu Pei
- Henan Province Key Laboratory of Imaging and Intelligent Processing, PLA Strategy Support Force Information Engineering University, Zhengzhou 450001, China; (K.Y.)
| | - Zhongrui Li
- Henan Province Key Laboratory of Imaging and Intelligent Processing, PLA Strategy Support Force Information Engineering University, Zhengzhou 450001, China; (K.Y.)
| | - Bin Yan
- Henan Province Key Laboratory of Imaging and Intelligent Processing, PLA Strategy Support Force Information Engineering University, Zhengzhou 450001, China; (K.Y.)
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Brunec IK, Nantais MM, Sutton JE, Epstein RA, Newcombe NS. Exploration patterns shape cognitive map learning. Cognition 2023; 233:105360. [PMID: 36549130 PMCID: PMC9983142 DOI: 10.1016/j.cognition.2022.105360] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 12/08/2022] [Accepted: 12/11/2022] [Indexed: 12/24/2022]
Abstract
Spontaneous, volitional spatial exploration is crucial for building up a cognitive map of the environment. However, decades of research have primarily measured the fidelity of cognitive maps after discrete, controlled learning episodes. We know little about how cognitive maps are formed during naturalistic free exploration. Here, we investigated whether exploration trajectories predicted cognitive map accuracy, and how these patterns were shaped by environmental structure. In two experiments, participants freely explored a previously unfamiliar virtual environment. We related their exploration trajectories to a measure of how long they spent in areas with high global environmental connectivity (integration, as assessed by space syntax). In both experiments, we found that participants who spent more time on paths that offered opportunities for integration formed more accurate cognitive maps. Interestingly, we found no support for our pre-registered hypothesis that self-reported trait differences in navigation ability would mediate this relationship. Our findings suggest that exploration patterns predict cognitive map accuracy, even for people who self-report low ability, and highlight the importance of considering both environmental structure and individual variability in formal theory- and model-building.
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Pullano L, Foti F. The Development of Human Navigation in Middle Childhood: A Narrative Review through Methods, Terminology, and Fundamental Stages. Brain Sci 2022; 12:brainsci12081097. [PMID: 36009160 PMCID: PMC9405715 DOI: 10.3390/brainsci12081097] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 07/18/2022] [Accepted: 08/15/2022] [Indexed: 12/30/2022] Open
Abstract
Spatial orientation and navigation are fundamental abilities in daily life that develop gradually during childhood, although their development is still not clear. The main aim of the present narrative review was to trace the development of navigational skills in middle childhood (6 to 12 years old) by means of studies present in the literature. To this aim, this review took into account the terminology, methodologies, different paradigms, and apparatuses used to investigate egocentric self-centered and allocentric world-centered representations, besides the different types of spaces (reaching/small/large; physical/virtual). Furthermore, this review provided a brief description of the development of navigational strategies and competences in toddlers and preschool children (0–5 years). The main result of this review showed how middle childhood is a crucial period for the improvement and development of allocentric strategies, including metric information. In fact, during this developmental window, children learn to handle proximal and distal cues, to transpose paper and virtual information into real environments, up to performing similarly to adults. This narrative review could represent a starting point to better clarify the development of navigation and spatial orientation, finalized to trace a development curve useful to map normal development and to have a term of comparison to assess performance in atypical development.
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Affiliation(s)
- Luca Pullano
- Department of Health Sciences, Magna Graecia University of Catanzaro, 88100 Catanzaro, Italy
| | - Francesca Foti
- Department of Medical and Surgical Sciences, Magna Graecia University of Catanzaro, 88100 Catanzaro, Italy
- Correspondence:
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