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Nakagawa A, Miyachi T, Tomida M, Matsuki T, Sumi S, Imaeda M, Nakai A, Ebara T, Kamijima M. Investigating the link between temperamental and motor development: a longitudinal study of infants aged 6-42 months. BMC Pediatr 2024; 24:614. [PMID: 39342115 PMCID: PMC11437715 DOI: 10.1186/s12887-024-05038-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 08/28/2024] [Indexed: 10/01/2024] Open
Abstract
BACKGROUND Since the 1920s, motor development has been a strong research theme, focusing on infants' acquisition of motor skills, such as turning over and crawling. In the 1980s, a dynamic systems approach began emphasizing children's own motivation, which helped explain individual differences in the emergence of motor skills. However, few studies have examined factors contributing to individual differences in early motor development. In response, we investigated directional associations between temperament and motor development in children aged 6 months to 3 years. METHOD The Japan Environment and Children's Study (JECS-A) recruited mothers between January 2011 and March 2014. 2,639 mothers were sent a questionnaire at 6 months, and responses were received from 1,657 of them, with full data for children aged 6 months, 2 years, and 3 years, including from three mothers of twins, were analyzed through structural equation modeling. Question items regarding fine and gross motor activities at each age were selected by pediatric neurologists specializing in developmental disorders. The Japanese version of the Little Developmental Coordination Disorder Questionnaire was administered at 42 months. Temperament was assessed through the parent-reported Behavior Questionnaire (short version) for infants, toddlers, and children. In all three measures, Surgency and Negative Affectivity were extracted, and Effortful Control, a major form of self-regulation, was found from toddlerhood onward, as in previous studies. RESULTS A path diagram reveals that at 6 months, Surgency and Orienting/Regulation interacted positively with the motor function (respectively, r = .57; r = 40, ps < .001). Up to about 3 years, Effortful Control plays a role in facilitating the motor function, resulting in positive effects on Control During Movement (CDM), General Coordination (GC), and Fine Motor Movement (FMM) (β = 14; β = 30; β = 37, ps < .001). Surgency had a positive effect on CDM and GC (β = 18; β = 06, ps < .001), whereas Negative Affect had a negative influence on FMM and GC (β = -.08; β = -.08, ps < .001). CONCLUSION While Surgency may be a key reactive factor in early motor development, Effortful Control and Movement develop in an interactive manner. TRIAL REGISTRATION UMIN000030786. Scientific Title: The Japan Environment and Children's Study. Date of disclosure of the study: 2018/01/15. Only questionnaires were administered in the study.
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Affiliation(s)
- Atsuko Nakagawa
- Graduate School of Humanities and Social Sciences, Nagoya City University, 1 Mizuho-Ku, Nagoya, Yamanohata, Mizuho-Cho, 467-8501, Japan.
| | - Taishi Miyachi
- Nagoya Western Care Center for Disabled Children, Nagoya, Japan
| | - Makiko Tomida
- Graduate School of Humanities and Social Sciences, Nagoya City University, 1 Mizuho-Ku, Nagoya, Yamanohata, Mizuho-Cho, 467-8501, Japan
| | - Taro Matsuki
- Department of Psychology, Faculty of Health and Wellness Sciences, Hiroshima International University, Higashi-hiroshima, Japan
- Department of Occupational and Environmental Health, Graduate School of Medical Sciences, Nagoya City University, Nagoya, Japan
| | - Satoshi Sumi
- Faculty of Nursing, Kinjo Gakuin University, Nagoya, Japan
| | - Masayuki Imaeda
- Northern Regional Children Rehabilitation Center Yotsuba, Nagoya, Japan
| | - Akio Nakai
- Research Institute for Education & Graduate School of Clinical Education, Mukogawa Women's University, Nishinomiya, Japan
| | - Takeshi Ebara
- Department of Ergonomics, Institute of Industrial Ecological Sciences, University of Occupational and Environmental Health , Kitakyushu-Shi, Japan
- Department of Occupational and Environmental Health, Graduate School of Medical Sciences, Nagoya City University, Nagoya, Japan
| | - Michihiro Kamijima
- Department of Occupational and Environmental Health, Graduate School of Medical Sciences, Nagoya City University, Nagoya, Japan
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2
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Krogh M, Jensen MB, Sig Ager Jensen M, Hentze Hansen M, Germund Nielsen M, Vorum H, Kristensen JK. Exploring general practice staff perspectives on a teaching concept based on instruction videos for diabetic retinopathy screening - an interview study. Scand J Prim Health Care 2024:1-10. [PMID: 39225788 DOI: 10.1080/02813432.2024.2396873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 08/20/2024] [Indexed: 09/04/2024] Open
Abstract
OBJECTIVE The aim of this study is to explore general practice staff perspectives regarding a teaching concept based on instructional videos for conducting DR screenings. Furthermore, this study aims to investigate the competencies acquired by the staff through this teaching concept. DESIGN AND SETTING Qualitative cross-sectional study conducted in general practice clinics in the North Denmark Region. METHOD A teaching concept was developed based on instruction videos to teach general practice staff to conduct diabetic retinopathy screenings with automated grading through artificial intelligence. Semi-structured interviews were performed with 16 staff members to investigate their perspectives on the concept and acquired competencies. RESULTS This study found no substantial resistance to the teaching concept from staff; however, participants' satisfaction with the methods employed in the instruction session, the progression of learning curves, screening competencies, and their acceptance of a known knowledge gap during screenings varied slightly among the participants. CONCLUSION This study showed that the teaching concept can be used to teach general practice staff to conduct diabetic retinopathy screenings. Staffs' perspectives on the teaching concept and acquired competencies varied, and this study suggest few adjustments to the concept to accommodate staff's preferences and establish more consistent competencies.
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Affiliation(s)
- Malene Krogh
- Center for General Practice, Aalborg University, Aalborg, Denmark
| | | | | | - Malene Hentze Hansen
- Department of Otorhinolaryngology, Head and Neck Surgery, Aalborg University Hospital, Aalborg, Denmark
| | - Marie Germund Nielsen
- The Clinical Nursing Research Unit, Aalborg University Hospital, Aalborg, Denmark
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - Henrik Vorum
- Department of Ophthalmology, Aalborg University Hospital, Aalborg, Denmark
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3
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Parma JO, Miller MW, Bacelar MFB. OPTIMAL theory's claims about motivation lack evidence in the motor learning literature. PSYCHOLOGY OF SPORT AND EXERCISE 2024; 74:102690. [PMID: 38908415 DOI: 10.1016/j.psychsport.2024.102690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Revised: 06/12/2024] [Accepted: 06/17/2024] [Indexed: 06/24/2024]
Abstract
Motivation is commonly recognized by researchers and practitioners as a key factor for motor learning. The OPTIMAL theory of motor learning (Wulf & Lewthwaite, 2016) claims that practice conditions that enhance learners' expectancies for future successful outcomes or that are autonomy supportive are motivating, thus leading to better learning. To examine the current evidence of the association between motivation and motor learning, we searched the literature for studies that manipulated expectancies and/or autonomy support. Specifically, our goals were to assess whether these manipulations resulted in group differences in motivation and, if so, whether increased motivation was associated with learning advantages. Results showed that out of 166 experiments, only 21% (n = 35) included at least one measure of motivation, even though this is the main factor proposed by OPTIMAL theory to explain the learning benefits of these manipulations. Among those, only 23% (n = 8) found group-level effects on motivation, suggesting that these manipulations might not be as motivating as expected. Of the eight experiments that found a group-level effect on motivation, five also observed learning benefits, offering limited evidence that when practice conditions increase motivation, learning is more likely to occur. Overall, the small number of studies assessing motivation precludes any reliable conclusions on the association between motivation and motor learning from being drawn. Together, our results question whether manipulations implemented in the research lines supporting OPTIMAL theory are indeed motivating and highlight the lack of sufficient evidence in these literatures to support that increased motivation benefits motor learning.
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Affiliation(s)
- Juliana O Parma
- Department of Kinesiology, San Francisco State University, 1600 Holloway Avenue, San Francisco, CA, 94132, USA.
| | - Matthew W Miller
- School of Kinesiology, Auburn University, 301 Wire Road, Kinesiology Building, Auburn, AL, 36849, USA; Center for Neuroscience Initiative, Auburn University, Auburn, AL, USA
| | - Mariane F B Bacelar
- Department of Kinesiology, Boise State University, 1910 University Drive, Boise, ID, 83725-1710, USA.
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4
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Bultelle M, Casas A, Kitney R. Construction of a Calibration Curve for Lycopene on a Liquid-Handling Platform─Wider Lessons for the Development of Automated Dilution Protocols. ACS Synth Biol 2024; 13:2357-2375. [PMID: 39096303 PMCID: PMC11334188 DOI: 10.1021/acssynbio.4c00031] [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: 01/17/2024] [Revised: 07/04/2024] [Accepted: 07/23/2024] [Indexed: 08/05/2024]
Abstract
Liquid-handling is a fundamental operation in synthetic biology─all protocols involve one or more liquid-handling operations. It is, therefore, crucial that this step be carefully automated in order to unlock the benefits of automation (e.g., higher throughput, higher replicability). In the paper, we present a study, conducted at the London Biofoundry at SynbiCITE, that approaches liquid-handling and its reliable automation from the standpoint of the construction of the calibration curve for lycopene in dimethyl sulfoxide (DMSO). The study has important practical industrial applications (e.g., lycopene is a carotenoid of industrial interest, DMSO is a popular extractant). The study was also an effective testbed for the automation of liquid-handling. It necessitated the development of flexible liquid-handling methods, which can be generalizable to other automated applications. In addition, because lycopene/DMSO is a difficult mix, it was capable of revealing issues with automated liquid-handling protocols and stress-testing them. An important component of the study is the constraint that, due to the omnipresence of liquid-handling steps, errors should be controlled to a high standard. It is important to avoid such errors propagating to other parts of the protocol. To achieve this, a practical framework based on regression was developed and utilized throughout the study to identify, assess, and monitor transfer errors. The paper concludes with recommendations regarding automation of liquid-handling, which are applicable to a large set of applications (not just to complex liquids such as lycopene in DMSO or calibration curves).
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Affiliation(s)
- Matthieu Bultelle
- Department
of Bioengineering, Imperial College London, London SW7 2BX, United Kingdom
| | - Alexis Casas
- Department
of Bioengineering, Imperial College London, London SW7 2BX, United Kingdom
| | - Richard Kitney
- Department
of Bioengineering, Imperial College London, London SW7 2BX, United Kingdom
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5
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Tsay JS, Kim HE, McDougle SD, Taylor JA, Haith A, Avraham G, Krakauer JW, Collins AGE, Ivry RB. Fundamental processes in sensorimotor learning: Reasoning, refinement, and retrieval. eLife 2024; 13:e91839. [PMID: 39087986 PMCID: PMC11293869 DOI: 10.7554/elife.91839] [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: 08/14/2023] [Accepted: 07/22/2024] [Indexed: 08/02/2024] Open
Abstract
Motor learning is often viewed as a unitary process that operates outside of conscious awareness. This perspective has led to the development of sophisticated models designed to elucidate the mechanisms of implicit sensorimotor learning. In this review, we argue for a broader perspective, emphasizing the contribution of explicit strategies to sensorimotor learning tasks. Furthermore, we propose a theoretical framework for motor learning that consists of three fundamental processes: reasoning, the process of understanding action-outcome relationships; refinement, the process of optimizing sensorimotor and cognitive parameters to achieve motor goals; and retrieval, the process of inferring the context and recalling a control policy. We anticipate that this '3R' framework for understanding how complex movements are learned will open exciting avenues for future research at the intersection between cognition and action.
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Affiliation(s)
- Jonathan S Tsay
- Department of Psychology, Carnegie Mellon UniversityPittsburghUnited States
- Neuroscience Institute, Carnegie Mellon UniversityPittsburgUnited States
| | - Hyosub E Kim
- School of Kinesiology, University of British ColumbiaVancouverCanada
| | | | - Jordan A Taylor
- Department of Psychology, Princeton UniversityPrincetonUnited States
| | - Adrian Haith
- Department of Neurology, Johns Hopkins UniversityBaltimoreUnited States
| | - Guy Avraham
- Department of Psychology, University of California BerkeleyBerkeleyUnited States
- Helen Wills Neuroscience Institute, University of California BerkeleyBerkeleyUnited States
| | - John W Krakauer
- Department of Neurology, Johns Hopkins UniversityBaltimoreUnited States
- Department of Neuroscience, Johns Hopkins UniversityBaltimoreUnited States
- Santa Fe InstituteSanta FeUnited States
| | - Anne GE Collins
- Department of Psychology, University of California BerkeleyBerkeleyUnited States
- Helen Wills Neuroscience Institute, University of California BerkeleyBerkeleyUnited States
| | - Richard B Ivry
- Department of Psychology, University of California BerkeleyBerkeleyUnited States
- Helen Wills Neuroscience Institute, University of California BerkeleyBerkeleyUnited States
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6
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Wesseldijk LW, Mosing MA, Ullén F. Gene-environment interaction in expertise acquisition: Practice effects on musical expertise vary by polygenic scores for cognitive performance. Heliyon 2024; 10:e34264. [PMID: 39092248 PMCID: PMC11292230 DOI: 10.1016/j.heliyon.2024.e34264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 05/27/2024] [Accepted: 07/05/2024] [Indexed: 08/04/2024] Open
Abstract
Expert performance is associated with practice, partly because of causal effects of practice on skill (i.e., learning). However, the practice-expertise association is also influenced by a complex interplay between genes and environment including partly overlapping genetic influences. The importance of cognitive ability in the practice-expertise association is less well understood. Therefore, we first examined whether genetic predisposition for cognitive performance, operationalized as a polygenic score, is associated with music practice and expertise. Next, we tested whether there is evidence for gene × environment interaction, i.e., whether effects of practice on expertise differ depending on an individual's genetic predisposition for cognitive performance. Polygenic scores for cognitive performance (PGScp) and multi-trait cognitive performances, including educational attainment and mathematical performances (PGScps) were calculated for approximately 3800 genotyped Swedish individuals with information available on their cumulative amount of music practice, musical achievement, and musical auditory discrimination. We found that higher PGScp and PGScps were associated with higher levels of achievement, musical auditory discrimination, and more practice, although the association with practice weakened when controlling for education. Music practice was linked to both expertise outcomes, and the effect sizes of these associations varied depending on an individual's PGScp and PGScps (with the exception of PGScp for musical auditory discrimination). These results suggest genetic pleiotropy between cognitive performance and musical expertise. Additionally, they reveal the presence of G × E interaction in skill acquisition, as effects of practice on musical expertise are stronger for individuals with a higher genetic predisposition for cognitive performance.
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Affiliation(s)
- Laura W. Wesseldijk
- Department of Cognitive Neuropsychology, Max Planck Institute for Empirical Aesthetics, Frankfurt am Main, Germany
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, the Netherlands
- Department of Neuroscience, Karolinska Institutet, Sweden
| | - Miriam A. Mosing
- Department of Cognitive Neuropsychology, Max Planck Institute for Empirical Aesthetics, Frankfurt am Main, Germany
- Department of Neuroscience, Karolinska Institutet, Sweden
- Melbourne School of Psychological Sciences, Faculty of Medicine, Dentistry, and Health Sciences, University of Melbourne, Australia
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Sweden
| | - Fredrik Ullén
- Department of Cognitive Neuropsychology, Max Planck Institute for Empirical Aesthetics, Frankfurt am Main, Germany
- Department of Neuroscience, Karolinska Institutet, Sweden
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7
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Wang KP, Yu CL, Shen C, Schack T, Hung TM. A longitudinal study of the effect of visuomotor learning on functional brain connectivity. Psychophysiology 2024; 61:e14510. [PMID: 38159049 DOI: 10.1111/psyp.14510] [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: 03/06/2023] [Revised: 10/07/2023] [Accepted: 10/12/2023] [Indexed: 01/03/2024]
Abstract
Neural adaptation in the frontoparietal and motor cortex-sensorimotor circuits is crucial for acquiring visuomotor skills. However, the specific nature of highly dynamic neural connectivity in these circuits during the acquisition of visuomotor skills remains unclear. To achieve a more comprehensive understanding of the relationship between acquisition of visuomotor skills and neural connectivity, we used electroencephalographic coherence to capture highly dynamic nature of neural connectivity. We recruited 60 male novices who were randomly assigned to either the experimental group (EG) or the control group (CG). Participants in EG were asked to engage in repeated putting practice, but CG did not engage in golf practice. In addition, we analyzed the connectivity by using 8-13 Hz imaginary inter-site phase coherence in the frontoparietal networks (Fz-P3 and Fz-P4) and the motor cortex-sensorimotor networks (Cz-C3 and Cz-C4) during a golf putting task. To gain a deeper understanding of the dynamic nature of learning trajectories, we compared data at three time points: baseline (T1), 50% improvement from baseline (T2), and 100% improvement from baseline (T3). The results primarily focused on EG, an inverted U-shaped coherence curve was observed in the connectivity of the left motor cortex-sensorimotor circuit, whereas an increase in the connectivity of the right frontoparietal circuit from T2 to T3 was revealed. These results imply that the dynamics of cortico-cortical communication, particularly involving the left motor cortex-sensorimotor and frontal-left parietal circuits. In addition, our findings partially support Hikosaka et al.'s model and provide additional insight into the specific role of these circuits in visuomotor learning.
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Affiliation(s)
- Kuo-Pin Wang
- Center for Cognitive Interaction Technology, Bielefeld University, Bielefeld, Germany
- Neurocognition and Action, Biomechanics Research Group, Faculty of Psychology and Sports Science, Bielefeld University, Bielefeld, Germany
| | - Chien-Lin Yu
- Department of Physical Education and Sport Sciences, National Taiwan Normal University, Taipei, Taiwan
| | - Cheng Shen
- Department of Physical Education and Sport Sciences, National Taiwan Normal University, Taipei, Taiwan
| | - Thomas Schack
- Center for Cognitive Interaction Technology, Bielefeld University, Bielefeld, Germany
- Neurocognition and Action, Biomechanics Research Group, Faculty of Psychology and Sports Science, Bielefeld University, Bielefeld, Germany
| | - Tsung-Min Hung
- Department of Physical Education and Sport Sciences, National Taiwan Normal University, Taipei, Taiwan
- Institute for Research Excellence in Learning Science, National Taiwan Normal University, Taipei, Taiwan
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8
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Zvornik A, Andersen KA, Petersen AD, Novén M, Siebner HR, Lundbye-Jensen J, Karabanov AN. Older and younger adults differ in time course of skill acquisition but not in overall improvement in a bimanual visuomotor tracking task. Front Aging Neurosci 2024; 16:1373252. [PMID: 38665899 PMCID: PMC11043555 DOI: 10.3389/fnagi.2024.1373252] [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: 01/19/2024] [Accepted: 03/12/2024] [Indexed: 04/28/2024] Open
Abstract
Manual motor performance declines with age, but the extent to which age influences the acquisition of new skills remains a topic of debate. Here, we examined whether older healthy adults show less training-dependent performance improvements during a single session of a bimanual pinch task than younger adults. We also explored whether physical and cognitive factors, such as grip strength or motor-cognitive ability, are associated with performance improvements. Healthy younger (n = 16) and older (n = 20) adults performed three training blocks separated by short breaks. Participants were tasked with producing visually instructed changes in pinch force using their right and left thumb and index fingers. Task complexity was varied by shifting between bimanual mirror-symmetric and inverse-asymmetric changes in pinch force. Older adults generally displayed higher visuomotor force tracking errors during the more complex inverse-asymmetric task compared to younger adults. Both groups showed a comparable net decrease in visuomotor force tracking error over the entire session, but their improvement trajectories differed. Young adults showed enhanced visuomotor tracking error only in the first block, while older adults exhibited a more gradual improvement over the three training blocks. Furthermore, grip strength and performance on a motor-cognitive test battery scaled positively with individual performance improvements during the first block in both age groups. Together, the results show subtle age-dependent differences in the rate of bimanual visuomotor skill acquisition, while overall short-term learning ability is maintained.
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Affiliation(s)
- Ana Zvornik
- Department of Nutrition, Exercise, and Sports, Faculty of Science, University of Copenhagen, Copenhagen, Denmark
| | - Keenie Ayla Andersen
- Department of Nutrition, Exercise, and Sports, Faculty of Science, University of Copenhagen, Copenhagen, Denmark
| | - Andreas Deigaard Petersen
- Department of Nutrition, Exercise, and Sports, Faculty of Science, University of Copenhagen, Copenhagen, Denmark
| | - Mikael Novén
- Department of Nutrition, Exercise, and Sports, Faculty of Science, University of Copenhagen, Copenhagen, Denmark
| | - Hartwig Roman Siebner
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- Department of Neurology, Copenhagen University Hospital Bispebjerg and Frederiksberg, Copenhagen, Denmark
- Institute for Clinical Medicine, Faculty of Medical and Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jesper Lundbye-Jensen
- Department of Nutrition, Exercise, and Sports, Faculty of Science, University of Copenhagen, Copenhagen, Denmark
| | - Anke Ninija Karabanov
- Department of Nutrition, Exercise, and Sports, Faculty of Science, University of Copenhagen, Copenhagen, Denmark
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
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9
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Tsay JS, Asmerian H, Germine LT, Wilmer J, Ivry RB, Nakayama K. Large-scale citizen science reveals predictors of sensorimotor adaptation. Nat Hum Behav 2024; 8:510-525. [PMID: 38291127 DOI: 10.1038/s41562-023-01798-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 12/04/2023] [Indexed: 02/01/2024]
Abstract
Sensorimotor adaptation is essential for keeping our movements well calibrated in response to changes in the body and environment. For over a century, researchers have studied sensorimotor adaptation in laboratory settings that typically involve small sample sizes. While this approach has proved useful for characterizing different learning processes, laboratory studies are not well suited for exploring the myriad of factors that may modulate human performance. Here, using a citizen science website, we collected over 2,000 sessions of data on a visuomotor rotation task. This unique dataset has allowed us to replicate, reconcile and challenge classic findings in the learning and memory literature, as well as discover unappreciated demographic constraints associated with implicit and explicit processes that support sensorimotor adaptation. More generally, this study exemplifies how a large-scale exploratory approach can complement traditional hypothesis-driven laboratory research in advancing sensorimotor neuroscience.
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Affiliation(s)
- Jonathan S Tsay
- Department of Psychology, Carnegie Mellon University, Pittsburgh, PA, USA.
| | - Hrach Asmerian
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA.
| | - Laura T Germine
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA
| | - Jeremy Wilmer
- Department of Psychology, Wellesley College, Wellesley, MA, USA
| | - Richard B Ivry
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA
- Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA
| | - Ken Nakayama
- Department of Psychology, University of California, Berkeley, Berkeley, CA, USA
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10
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Kawasoe R, Takano S, Yasumoto Y, Takeo Y, Matsushita K, Sugata H. Functional connectivity via the dorsolateral prefrontal cortex in the late phase of rest periods predicts offline learning. Neurosci Lett 2024; 822:137645. [PMID: 38237719 DOI: 10.1016/j.neulet.2024.137645] [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: 11/21/2023] [Revised: 01/03/2024] [Accepted: 01/15/2024] [Indexed: 01/21/2024]
Abstract
The relationship between offline learning gains and functional connectivity (FC) has been investigated in several studies. They have focused on average motor task performance and resting-state FC across subjects. Generally, individual differences are seen in both offline learning gain and neurophysiological profiles in resting-state FC. However, few studies have focused on the relationship between individual differences in offline learning gain and temporal characteristics of resting-state FC. The present study aimed to clarify this relationship between the two profiles. Thirty-four healthy right-handed participants performed a force-controlled motor task. Electroencephalography was performed during the 15-minute wakeful rest period between tasks. The results revealed a significant correlation between offline learning gain and FC between the contralateral dorsolateral prefrontal cortex (DLPFC) and contralateral primary motor cortex (M1), and ipsilateral primary somatosensory cortex (S1) during late phase of the rest interval. These results are consistent with the findings of previous studies showing the FC between M1, which is necessary for awake offline learning, and DLPFC, which is related to motor control. Additionally, sensory feedback related to force control may be caused by the interaction between contralateral DLPFC and ipsilateral S1. Our study shed light on the temporal profiles of resting-state FC associated with individual differences in offline learning.
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Affiliation(s)
- Ryushin Kawasoe
- Graduate School of Welfare and Health Science, Oita University, 700, Dannoharu, Oita 870-1192, Japan
| | - Sou Takano
- Faculty of Welfare and Health Science, Oita University, 700, Dannoharu, Oita 870-1192, Japan
| | - Yui Yasumoto
- Faculty of Welfare and Health Science, Oita University, 700, Dannoharu, Oita 870-1192, Japan
| | - Yuhi Takeo
- Department of Rehabilitation, Oita University Hospital, 1-1, Idaigaoka, Hasama-machi, Yufu, Oita 879-5593, Japan; Graduate School of Medicine, Oita University, 1-1, Idaigaoka, Hasama-machi, Yufu, Oita 879-5593, Japan
| | - Kojiro Matsushita
- Department of Mechanical Engineering, Gifu University, 1-1, Yanagito, Gifu 501-1193, Japan
| | - Hisato Sugata
- Graduate School of Welfare and Health Science, Oita University, 700, Dannoharu, Oita 870-1192, Japan; Faculty of Welfare and Health Science, Oita University, 700, Dannoharu, Oita 870-1192, Japan; Graduate School of Medicine, Oita University, 1-1, Idaigaoka, Hasama-machi, Yufu, Oita 879-5593, Japan.
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11
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Sakai K, Kawasaki T, Ikeda Y, Tanabe J, Matsumoto A, Amimoto K. Differences in the early stages of motor learning between visual-motor illusion and action observation. Sci Rep 2023; 13:20054. [PMID: 37973996 PMCID: PMC10654675 DOI: 10.1038/s41598-023-47435-8] [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: 07/21/2023] [Accepted: 11/14/2023] [Indexed: 11/19/2023] Open
Abstract
The visual-motor illusion (VMI) induces a kinesthetic illusion by watching one's physically-moving video while the body is at rest. It remains unclear whether the early stages (immediately to one hour later) of motor learning are promoted by VMI. This study investigated whether VMI changes the early stages of motor learning in healthy individuals. Thirty-six participants were randomly assigned to two groups: the VMI or action observation condition. Each condition was performed with the left hand for 20 min. The VMI condition induced a kinesthetic illusion by watching one's ball-rotation task video. The action observation condition involved watching the same video as the VMI condition but did not induce a kinesthetic illusion. The ball-rotation task and brain activity during the task were measured pre, post1 (immediately), and post2 (after 1 h) in both conditions, and brain activity was measured using functional near-infrared spectroscopy. The rate of the ball-rotation task improved significantly at post1 and post2 in the VMI condition than in the action observation condition. VMI condition lowers left dorsolateral prefrontal cortex and right premotor area activity from post1 to pre compared to the action observation condition. In conclusion, VMI effectively aids early stages of motor learning in healthy individuals.
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Affiliation(s)
- Katsuya Sakai
- Department of Physical Therapy, Faculty of Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo, Japan.
| | - Tsubasa Kawasaki
- Department of Physical Therapy, School of Health Sciences, Tokyo International University, Saitama, Japan
| | - Yumi Ikeda
- Department of Physical Therapy, Faculty of Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo, Japan
- Graduate School of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan
| | - Junpei Tanabe
- Department Physical Therapy, Hiroshima Cosmopolitan University, Hiroshima, Japan
| | - Akari Matsumoto
- Graduate School of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan
| | - Kazu Amimoto
- Department of Physical Therapy, Faculty of Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo, Japan
- Department of Rehabilitation, Sendai Seiyo Gakuin University, Sendai, Japan
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12
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Geller N, Moringen A, Friedman J. Learning juggling by gradually increasing difficulty vs. learning the complete skill results in different learning patterns. Front Psychol 2023; 14:1284053. [PMID: 38022928 PMCID: PMC10679398 DOI: 10.3389/fpsyg.2023.1284053] [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: 08/27/2023] [Accepted: 10/19/2023] [Indexed: 12/01/2023] Open
Abstract
Motor learning is central to sports, medicine, and other health professions as it entails learning through practice. To achieve proficiency in a complex motor task, many hours of practice are required. Therefore, finding ways to speed up the learning process is important. This study examines the impact of different training approaches on learning three-ball cascade juggling. Participants were assigned to one of two groups: practicing by gradually increasing difficulty and elements of the juggling movement ("learning in parts") or training on the complete skill from the start ("all-at-once"). Results revealed that although the all-at-once group in the early stages of learning showed greater improvement in performance, the "learning in parts" group managed to catch up, even over a relatively short period of time. The lack of difference in performance between the groups at the end of the training session suggests that the choice of training regime (between all-at-once and learning in parts), at least in the short term, can be selected based on other factors such as the learner's preference, practical considerations, and cognitive style.
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Affiliation(s)
- Noga Geller
- Department of Physical Therapy, School of Health Professions, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Alexandra Moringen
- Neuroinformatics Group, Bielefeld University, Bielefeld, Germany
- Institute for Data Science, Greifswald University, Greifswald, Germany
| | - Jason Friedman
- Department of Physical Therapy, School of Health Professions, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
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13
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Palma GCS, Freitas TB, Bonuzzi GMG, Torriani-Pasin C. Does Cognitive Impairment Impact Motor Learning? A Scoping Review of Elderly Individuals With Alzheimer's Disease and Mild Cognitive Impairment. Percept Mot Skills 2023; 130:1924-1951. [PMID: 37337358 DOI: 10.1177/00315125231182732] [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] [Indexed: 06/21/2023]
Abstract
Individuals with cognitive impairment may have motor learning deficits due to the high engagement of cognitive mechanisms during motor skill acquisition. We conducted a scoping review to address the quality of current research on the relationship between cognitive impairments (i.e., deficits in attention, memory, planning and executive functions) and motor learning among older adults with Alzheimer's Disease or Mild Cognitive Impairment. After screening thousands of articles, we selected 15 studies describing cognitive assessment tools, experimental designs, and the severity of cognitive impairment. Although seven studies reported that cognitive impairment impaired motor learning, most studies included a high risk of bias. We identified multiple assessment tools across these studies that make comparisons among findings difficult. Future research in this area should focus on the influence of increased practice days during motor learning acquisition and incorporate both retention and transfer tests. Cognitive assessments should target the specific cognitive skills or deficits most closely related to the motor learning process.
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Affiliation(s)
- Gisele C S Palma
- Motor Behavior Research in Neurorehabilitation (GEPENEURO), Laboratory of Motor Behavior (LACOM), University of São Paulo, São Paulo, Brazil
| | - Tatiana B Freitas
- Motor Behavior Research in Neurorehabilitation (GEPENEURO), Laboratory of Motor Behavior (LACOM), University of São Paulo, São Paulo, Brazil
| | - Giordano Márcio G Bonuzzi
- Department of Physical Education, State University of Piauí, Picos, Piauí, Brazil
- Department of Physical Education, Federal University of Vale do São Francisco, Petrolina, Pernambuco, Brazil
| | - Camila Torriani-Pasin
- Motor Behavior Research in Neurorehabilitation (GEPENEURO), Laboratory of Motor Behavior (LACOM), University of São Paulo, São Paulo, Brazil
- Neurorehabilitation, Exercise Science and Learning (NEUROEXCEL), Department of Physical Therapy and Movement Sciences, The University of Texas at El Paso, El Paso, Texas, USA
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14
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Lindell AK. Do Left-Handed Older Adults Have Superior Visual Memories? Percept Mot Skills 2023; 130:1819-1833. [PMID: 37345753 PMCID: PMC10552343 DOI: 10.1177/00315125231185166] [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] [Indexed: 06/23/2023]
Abstract
On demanding visual memory tasks like the Rey Complex Figure Test and Recognition Trial (RCFT), left-handers often outperform right-handers and participants with mixed handedness. Left-handers' apparent visual memory superiority develops during late childhood and early adolescence and is established by young adulthood. Though many studies have examined RCFT performance in older adults and found that visual memory deteriorates with age, investigations of the relationship between handedness and visual memory abilities in older adults have been scarce. In the present study I sought to determine whether a left-handed RCFT performance advantage would be evident among older adults. I examined RCFT and handedness data from 800 older adults (Females = 152, Males = 648; M age = 69.86, SD = 5.18 years; range 60-85 years), who took part in prior research (Whitehall II Phase 11 sub-study). Among these participants, handedness predicted both immediate and delayed RCFT recall, with left-handers outperforming both mixed- and right-handers and with performance unrelated to gender. The absence of a left-handed advantage for copy accuracy suggests that the effects observed for recall do not stem from differences in participants' perceptual abilities and/or motor control. Instead, these data suggest that left-handers' superior performances stem from their advantage for visual memory. As visual memory predicts both motor learning capacity and motor skill retention in older adults, these results have potentially important implications for rehabilitation efficacy.
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Affiliation(s)
- Annukka K. Lindell
- Department of Psychology, Counselling and Therapy, La Trobe University, Melbourne, VIC, Australia
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15
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Abeles D, Herszage J, Shahar M, Censor N. Initial motor skill performance predicts future performance, but not learning. Sci Rep 2023; 13:11359. [PMID: 37443195 PMCID: PMC10344907 DOI: 10.1038/s41598-023-38231-5] [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: 01/25/2023] [Accepted: 07/05/2023] [Indexed: 07/15/2023] Open
Abstract
People show vast variability in skill performance and learning. What determines a person's individual performance and learning ability? In this study we explored the possibility to predict participants' future performance and learning, based on their behavior during initial skill acquisition. We recruited a large online multi-session sample of participants performing a sequential tapping skill learning task. We used machine learning to predict future performance and learning from raw data acquired during initial skill acquisition, and from engineered features calculated from the raw data. Strong correlations were observed between initial and final performance, and individual learning was not predicted. While canonical experimental tasks developed and selected to detect average effects may constrain insights regarding individual variability, development of novel tasks may shed light on the underlying mechanism of individual skill learning, relevant for real-life scenarios.
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Affiliation(s)
- Dekel Abeles
- School of Psychological Sciences, Tel Aviv University, 69978, Tel Aviv, Israel
| | - Jasmine Herszage
- Sagol School of Neuroscience, Tel Aviv University, 69978, Tel Aviv, Israel
| | - Moni Shahar
- AI and Data Science Center of Tel Aviv University (TAD), 69978, Tel Aviv, Israel
| | - Nitzan Censor
- School of Psychological Sciences, Tel Aviv University, 69978, Tel Aviv, Israel.
- Sagol School of Neuroscience, Tel Aviv University, 69978, Tel Aviv, Israel.
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16
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Williams AM, Hodges NJ. Effective practice and instruction: A skill acquisition framework for excellence. J Sports Sci 2023; 41:833-849. [PMID: 37603709 DOI: 10.1080/02640414.2023.2240630] [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: 04/01/2023] [Accepted: 07/17/2023] [Indexed: 08/23/2023]
Abstract
We revisit an agenda that was outlined in a previous paper in this journal focusing on the importance of skill acquisition research in enhancing practice and instruction in sport. In this current narrative review, we reflect on progress made since our original attempt to highlight several potential myths that appeared to exist in coaching, implying the existence of a theory-practice divide. Most notably, we present five action points that would impact positively on coaches and practitioners working to improve skill learning across sports, as well as suggesting directions for research. We discuss the importance of practice quality in enhancing learning and relate this concept to notions of optimising challenge. We discuss how best to assess learning, the right balance between repetition and practice that is specific to competition, the relationship between practice conditions, instructions, and individual differences, and why a more "hands-off" approach to instruction may have advantages over more "hands-on" methods. These action points are considered as a broad framework for advancing skill acquisition for excellence (SAFE) in applied practice. We conclude by arguing the need for increased collaboration between researchers, coaches, and other sport practitioners.
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Affiliation(s)
- A Mark Williams
- Health Span, Resilience, and Performance Research Group, Institute of Human and Machine Cognition, Pensacola, Florida, USA
| | - Nicola J Hodges
- School of Kinesiology, University of British Columbia, Vancouver, British Columbia, Canada
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17
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Passarotto E, Worschech F, Altenmüller E. The effects of anxiety on practice behaviors and performance quality in expert pianists. Front Psychol 2023; 14:1152900. [PMID: 37077842 PMCID: PMC10106594 DOI: 10.3389/fpsyg.2023.1152900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2023] [Accepted: 03/10/2023] [Indexed: 04/05/2023] Open
Abstract
IntroductionDuring their career, musicians need to undergo intense periods of training to master musical instruments and become accomplished artists. Dysfunctional practice behaviors and anxiety are often mentioned among the possible risk factors for playing-related injuries in musicians. However, the mechanism through which these might lead to the onset of these injuries is still unclear. The present study aims at overcoming this limitation by investigating the relationship between quantitative measurements of anxiety, practice behaviors and music performance quality.MethodsThe experiment consisted in monitoring practice behaviors in 30 pianists practicing a short musical task.ResultsMost self-report anxiety measurements were positively correlated with practice time, especially those collected right before the practice sessions. Similar correlations were identified between anxiety and the number of repetitions of the musical task. Physiological markers of anxiety were only weakly related to practice behaviors. Subsequent analyses showed that high levels of anxiety were associated with poor quality of music performances at baseline. Nevertheless, the interaction between participants’ learning rate and anxiety measures showed no association with performance quality scores. Moreover, anxiety and performance quality co-developed during practice sessions, showing that pianists who improved their playing were also less anxious in the latter part of the experiment.DiscussionThese findings suggest that anxious musicians are likely at higher risk of developing playing-related injuries related to overuse and repetitive strains. Future directions and clinical implications are discussed.
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18
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MacIntyre AD, Lo HYJ, Cross I, Scott S. Task-irrelevant auditory metre shapes visuomotor sequential learning. PSYCHOLOGICAL RESEARCH 2023; 87:872-893. [PMID: 35690927 PMCID: PMC10017598 DOI: 10.1007/s00426-022-01690-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Accepted: 05/17/2022] [Indexed: 11/24/2022]
Abstract
The ability to learn and reproduce sequences is fundamental to every-day life, and deficits in sequential learning are associated with developmental disorders such as specific language impairment. Individual differences in sequential learning are usually investigated using the serial reaction time task (SRTT), wherein a participant responds to a series of regularly timed, seemingly random visual cues that in fact follow a repeating deterministic structure. Although manipulating inter-cue interval timing has been shown to adversely affect sequential learning, the role of metre (the patterning of salience across time) remains unexplored within the regularly timed, visual SRTT. The current experiment consists of an SRTT adapted to include task-irrelevant auditory rhythms conferring a sense of metre. We predicted that (1) participants' (n = 41) reaction times would reflect the auditory metric structure; (2) that disrupting the correspondence between the learned visual sequence and auditory metre would impede performance; and (3) that individual differences in sensitivity to rhythm would predict the magnitude of these effects. Altering the relationship via a phase shift between the trained visual sequence and auditory metre slowed reaction times. Sensitivity to rhythm was predictive of reaction times over all. In an exploratory analysis, we, moreover, found that approximately half of participants made systematically different responses to visual cues on the basis of the cues' position within the auditory metre. We demonstrate the influence of auditory temporal structures on visuomotor sequential learning in a widely used task where metre and timing are rarely considered. The current results indicate sensitivity to metre as a possible latent factor underpinning individual differences in SRTT performance.
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Affiliation(s)
- Alexis Deighton MacIntyre
- Institute of Cognitive Neuroscience, University College London, London, UK. .,Centre for Music and Science, University of Cambridge, Cambridge, UK. .,MRC Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, UK.
| | | | - Ian Cross
- Centre for Music and Science, University of Cambridge, Cambridge, UK
| | - Sophie Scott
- Institute of Cognitive Neuroscience, University College London, London, UK
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19
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Blagovechtchenski E, Koriakina M, Bredikhin D, Agranovich O, Kadieva D, Ermolovich E, Jääskeläinen IP, Shestakova AN. Similar Cognitive Skill Impairment in Children with Upper Limb Motor Disorders Due to Arthrogryposis Multiplex Congenita and Obstetrical Brachial Plexus Palsy. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:1841. [PMID: 36767207 PMCID: PMC9914233 DOI: 10.3390/ijerph20031841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 01/07/2023] [Accepted: 01/12/2023] [Indexed: 06/18/2023]
Abstract
Arthrogryposis multiplex congenita (AMC) and obstetrical brachial plexus palsy (OBPP) are motor disorders with similar symptoms (contractures and the disturbance of upper limb function). Both conditions present as flaccid paresis but differ from each other in the pathogenesis: AMC is a congenital condition, while OBPP results from trauma during childbirth. Despite this difference, these diseases are identical in terms of their manifestations and treatment programmes. We compared the cognitive skills of children with AMC and OBPP diagnoses with those of healthy children; we also compared the motor skills of impaired children with those of healthy ones. The patients in both groups significantly differed from the healthy children with regard to psychological parameters, such as 'visual memory capacity' and 'thinking'. Moreover, the two groups with children with AMC and OBPP significantly differed from each other in motor skill parameters, such as 'delayed motor development', 'general motor development', and the 'level of paresis'. Upper limb motor function in the OBPP children was less impaired compared to that of the AMC children. However, we did not find any significant differences in cognitive deficits between the AMC children and the OBPP children. This may indicate that motor impairment is more significant than the underlying cause for the development of cognitive impairment; however, the factors causing this phenomenon require further study (e.g., social environment, treatment, and rehabilitation programme).
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Affiliation(s)
- Evgeny Blagovechtchenski
- Centre for Cognition & Decision Making, Institute for Cognitive Neurosceince, National Research University Higher School of Economics, 101000 Moscow, Russia
| | - Maria Koriakina
- Centre for Cognition & Decision Making, Institute for Cognitive Neurosceince, National Research University Higher School of Economics, 101000 Moscow, Russia
- Federal State Budgetary Institution, The Turner Scientific Research Institute for Children’s Orthopedics under the Ministry of Health of the Russian Federation, 196603 St. Petersburg, Russia
| | - Dimitri Bredikhin
- Centre for Cognition & Decision Making, Institute for Cognitive Neurosceince, National Research University Higher School of Economics, 101000 Moscow, Russia
| | - Olga Agranovich
- Federal State Budgetary Institution, The Turner Scientific Research Institute for Children’s Orthopedics under the Ministry of Health of the Russian Federation, 196603 St. Petersburg, Russia
| | - Dzerassa Kadieva
- Centre for Cognition & Decision Making, Institute for Cognitive Neurosceince, National Research University Higher School of Economics, 101000 Moscow, Russia
| | - Evgenia Ermolovich
- Federal State Budgetary Institution, The Turner Scientific Research Institute for Children’s Orthopedics under the Ministry of Health of the Russian Federation, 196603 St. Petersburg, Russia
| | - Iiro P. Jääskeläinen
- Centre for Cognition & Decision Making, Institute for Cognitive Neurosceince, National Research University Higher School of Economics, 101000 Moscow, Russia
- Brain and Mind Laboratory, Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, 00076 Espoo, Finland
| | - Anna N. Shestakova
- Centre for Cognition & Decision Making, Institute for Cognitive Neurosceince, National Research University Higher School of Economics, 101000 Moscow, Russia
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20
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Meinz EJ, Hambrick DZ, Leach JJ, Boschulte PJ. Ability and Nonability Predictors of Real-World Skill Acquisition: The Case of Rubik's Cube Solving. J Intell 2023; 11:18. [PMID: 36662148 PMCID: PMC9866889 DOI: 10.3390/jintelligence11010018] [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: 12/01/2022] [Revised: 01/08/2023] [Accepted: 01/11/2023] [Indexed: 01/18/2023] Open
Abstract
Most research on skilled performance is correlational, with skill and predictors measured at a single point in time, making it difficult to draw conclusions about the acquisition of skill. By contrast, in this study, we trained novice participants (N = 79) to solve Rubik's Cubes using a 7-step solution method. Participants also completed measures of fluid intelligence (Gf), working memory capacity (WMC), and nonability factors (grit, growth mindset, NFC, and the "big five"). Overall, higher Gf (but not WMC) was predictive of efficient and accurate Rubik's cube skill. No nonability variables were associated with skill. Our results provide compelling evidence for the importance of intellectual talent (cognitive ability) in developing expertise in a complex task.
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Affiliation(s)
- Elizabeth J. Meinz
- Department of Psychology, Southern Illinois University Edwardsville, Edwardsville, IL 62026, USA
| | - David Z. Hambrick
- Department of Psychology, Michigan State University, East Lansing, MI 48824, USA
| | - James J. Leach
- Department of Psychology, Southern Illinois University Edwardsville, Edwardsville, IL 62026, USA
| | - Prairie J. Boschulte
- Department of Psychology, Southern Illinois University Edwardsville, Edwardsville, IL 62026, USA
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21
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Lingo VanGilder J, Bergamino M, Hooyman A, Fitzhugh MC, Rogalsky C, Stewart JC, Beeman SC, Schaefer SY. Using whole-brain diffusion tensor analysis to evaluate white matter structural correlates of delayed visuospatial memory and one-week motor skill retention in nondemented older adults: A preliminary study. PLoS One 2022; 17:e0274955. [PMID: 36137126 PMCID: PMC9499308 DOI: 10.1371/journal.pone.0274955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 09/08/2022] [Indexed: 11/30/2022] Open
Abstract
Skill retention is important for motor rehabilitation outcomes. Recent work has demonstrated that delayed visuospatial memory performance may predict motor skill retention in older and neuropathological populations. White matter integrity between parietal and frontal cortices may explain variance in upper-extremity motor learning tasks and visuospatial processes. We performed a whole-brain analysis to determine the white matter correlates of delayed visuospatial memory and one-week motor skill retention in nondemented older adults. We hypothesized that better frontoparietal tract integrity would be positively related to better behavioral performance. Nineteen participants (age>58) completed diffusion-weighted imaging, then a clinical test of delayed visuospatial memory and 50 training trials of an upper-extremity motor task; participants were retested on the motor task one week later. Principal component analysis was used to create a composite score for each participant's behavioral data, i.e. shared variance between delayed visuospatial memory and motor skill retention, which was then entered into a voxel-based regression analysis. Behavioral results demonstrated that participants learned and retained their skill level after a week of no practice, and their delayed visuospatial memory score was positively related to the extent of skill retention. Consistent with previous work, neuroimaging results indicated that regions within bilateral anterior thalamic radiations, corticospinal tracts, and superior longitudinal fasciculi were related to better delayed visuospatial memory and skill retention. Results of this study suggest that the simple act of testing for specific cognitive impairments prior to therapy may identify older adults who will receive little to no benefit from the motor rehabilitation regimen, and that these neural regions may be potential targets for therapeutic intervention.
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Affiliation(s)
- Jennapher Lingo VanGilder
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, Arizona, United States of America
| | - Maurizio Bergamino
- Barrow Neuroimaging Innovation Center, Barrow Neurological Institute, Phoenix, Arizona, United States of America
| | - Andrew Hooyman
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, Arizona, United States of America
| | - Megan C. Fitzhugh
- Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America
| | - Corianne Rogalsky
- College of Health Solutions, Arizona State University, Tempe, Arizona, United States of America
| | - Jill C. Stewart
- Department of Exercise Science, University of South Carolina, Columbia, South Carolina, United States of America
| | - Scott C. Beeman
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, Arizona, United States of America
| | - Sydney Y. Schaefer
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, Arizona, United States of America
- Department of Physical Therapy and Athletic Training, University of Utah, Salt Lake City, Utah, United States of America
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22
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Ranganathan R, Cone S, Fox B. Predicting individual differences in motor learning: a critical review. Neurosci Biobehav Rev 2022; 141:104852. [PMID: 36058405 DOI: 10.1016/j.neubiorev.2022.104852] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 08/02/2022] [Accepted: 08/30/2022] [Indexed: 11/29/2022]
Abstract
The ability to predict individual differences in motor learning has significant implications from both theoretical and applied perspectives. However, there is high variability in the methodological and analytical strategies employed as evidence for such predictions. Here, we critically examine the evidence for predictions of individual differences in motor learning by reviewing the literature from a 20-year period (2000-2020). Specifically, we examined four factors: (i) the predictor and predicted variables used, (ii) the strength of the prediction and associated sample size, (iii) the timescale over which the prediction was made, and (iv) the type of motor task used. Overall, the results highlight several issues that raise concerns about the quality of the evidence for such predictions. First, there was a large variation in both predictor and predicted variables, suggesting the presence of a large number of researcher degrees of freedom. Second, sample sizes tended to be small, and the strength of the correlation showed an inverse relation with sample size. Third, the timescale of most predictions was very short, mostly constrained to a single day. Last, most studies were largely restricted to two experimental paradigms - adaptation and sequence learning. Based on these issues, we highlight recommendations for future studies to improve the quality of evidence for predicting individual differences in motor learning.
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Affiliation(s)
- Rajiv Ranganathan
- Department of Kinesiology, Michigan State University, East Lansing, MI, USA; Department of Mechanical Engineering, Michigan State University, East Lansing, MI, USA.
| | - Simon Cone
- Department of Kinesiology, Michigan State University, East Lansing, MI, USA
| | - Brian Fox
- Department of Kinesiology, Michigan State University, East Lansing, MI, USA
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23
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Friedman J, Amiaz A, Korman M. The online and offline effects of changing movement timing variability during training on a finger-opposition task. Sci Rep 2022; 12:13319. [PMID: 35922460 PMCID: PMC9349301 DOI: 10.1038/s41598-022-16335-8] [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: 12/21/2021] [Accepted: 07/08/2022] [Indexed: 11/09/2022] Open
Abstract
In motor learning tasks, there is mixed evidence for whether increased task-relevant variability in early learning stages leads to improved outcomes. One problem is that there may be a connection between skill level and motor variability, such that participants who initially have more variability may also perform worse on the task, so will have more room to improve. To avoid this confound, we experimentally manipulated the amount of movement timing variability (MTV) during training to test whether it improves performance. Based on previous studies showing that most of the improvement in finger-opposition tasks comes from optimizing the relative onset time of the finger movements, we used auditory cues (beeps) to guide the onset times of sequential movements during a training session, and then assessed motor performance after the intervention. Participants were assigned to three groups that either: (a) followed a prescribed random rhythm for their finger touches (Variable MTV), (b) followed a fixed rhythm (Fixed control MTV), or (c) produced the entire sequence following a single beep (Unsupervised control MTV). While the intervention was successful in increasing MTV during training for the Variable group, it did not lead to improved outcomes post-training compared to either control group, and the use of fixed timing led to significantly worse performance compared to the Unsupervised control group. These results suggest that manipulating MTV through auditory cues does not produce greater learning than unconstrained training in motor sequence tasks.
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Affiliation(s)
- Jason Friedman
- Department of Physical Therapy, School of Health Professions, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel. .,Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel.
| | - Assaf Amiaz
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Maria Korman
- Department of Occupational Therapy, Faculty of Health Sciences, Ariel University, Ariel, Israel
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24
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Hooyman A, VanGilder JL, Schaefer SY. Mediation Analysis of the Effect of Visuospatial Memory on Motor Skill Learning in Older Adults. J Mot Behav 2022; 55:68-77. [PMID: 35902117 PMCID: PMC9792432 DOI: 10.1080/00222895.2022.2105793] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 06/10/2022] [Accepted: 07/20/2022] [Indexed: 02/02/2023]
Abstract
There is high inter-individual variability in motor skill learning among older adults. Identifying the nature of these individual differences remains challenging due to interactions between participant characteristics (e.g., age, cognition) and task-related factors (e.g., nature of task, level of skill pre-training), making it difficult to determine plausibly causal relationships. This study addresses these competing explanations by using mediation analysis to examine plausible causal inference between visuospatial memory and one-month retention of both gross and fine motor components of a functional upper-extremity task following training. Results suggest that better visuospatial memory results in more retention of fine but not gross motor skill, expanding on previous correlational studies in older adults and informing future interventions for maximizing motor learning in geriatric populations.
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Affiliation(s)
- Andrew Hooyman
- School of Biological and Health Systems Engineering,
Arizona State University, Tempe, AZ, USA
- The Arizona Alzheimer's Consortium, Phoenix, AZ,
USA
| | | | - Sydney Y. Schaefer
- School of Biological and Health Systems Engineering,
Arizona State University, Tempe, AZ, USA
- The Arizona Alzheimer's Consortium, Phoenix, AZ,
USA
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25
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Chen Y, Guo L, Han M, Zhang S, Chen Y, Zou J, Bai S, Cheng G, Zeng Y. Cerebellum Neuropathology and Motor Skill Deficits in Fragile X Syndrome. Int J Dev Neurosci 2022; 82:557-568. [DOI: 10.1002/jdn.10217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 07/11/2022] [Accepted: 07/14/2022] [Indexed: 11/06/2022] Open
Affiliation(s)
- Yu‐shan Chen
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
| | - Liu Guo
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
| | - Man Han
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
| | - Si‐ming Zhang
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
| | - Yi‐qi Chen
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
| | - Jia Zou
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
| | - Shu‐yuan Bai
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
| | - Gui‐rong Cheng
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
| | - Yan Zeng
- Brain Science and Advanced Technology Institute, School of Medicine Wuhan University of Science and Technology Wuhan China
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Solopova IA, Selionov VA, Blinov EO, Dolinskaya IY, Zhvansky DS, Lacquaniti F, Ivanenko Y. Higher Responsiveness of Pattern Generation Circuitry to Sensory Stimulation in Healthy Humans Is Associated with a Larger Hoffmann Reflex. BIOLOGY 2022; 11:biology11050707. [PMID: 35625435 PMCID: PMC9138260 DOI: 10.3390/biology11050707] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 04/26/2022] [Accepted: 05/02/2022] [Indexed: 11/25/2022]
Abstract
Simple Summary Individual differences in the sensorimotor circuitry play an important role for understanding the nature of behavioral variability and developing personalized therapies. While the spinal network likely requires relatively rigid organization, it becomes increasingly evident that adaptability and inter-individual variability in the functioning of the neuronal circuitry is present not only in the brain but also in the spinal cord. In this study we investigated the relationship between the excitability of pattern generation circuitry and segmental reflexes in healthy humans. We found that the high individual responsiveness of pattern generation circuitries to tonic sensory input in both the upper and lower limbs was related to larger H-reflexes. The results provide further evidence for the importance of physiologically relevant assessments of spinal cord neuromodulation and the individual physiological state of reflex pathways. Abstract The state and excitability of pattern generators are attracting the increasing interest of neurophysiologists and clinicians for understanding the mechanisms of the rhythmogenesis and neuromodulation of the human spinal cord. It has been previously shown that tonic sensory stimulation can elicit non-voluntary stepping-like movements in non-injured subjects when their limbs were placed in a gravity-neutral unloading apparatus. However, large individual differences in responsiveness to such stimuli were observed, so that the effects of sensory neuromodulation manifest only in some of the subjects. Given that spinal reflexes are an integral part of the neuronal circuitry, here we investigated the extent to which spinal pattern generation excitability in response to the vibrostimulation of muscle proprioceptors can be related to the H-reflex magnitude, in both the lower and upper limbs. For the H-reflex measurements, three conditions were used: stationary limbs, voluntary limb movement and passive limb movement. The results showed that the H-reflex was considerably higher in the group of participants who demonstrated non-voluntary rhythmic responses than it was in the participants who did not demonstrate them. Our findings are consistent with the idea that spinal reflex measurements play important roles in assessing the rhythmogenesis of the spinal cord.
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Affiliation(s)
- Irina A. Solopova
- Laboratory of Neurobiology of Motor Control, Institute for Information Transmission Problems, Russian Academy of Sciences, 127951 Moscow, Russia; (I.A.S.); (V.A.S.); (I.Y.D.); (D.S.Z.)
| | - Victor A. Selionov
- Laboratory of Neurobiology of Motor Control, Institute for Information Transmission Problems, Russian Academy of Sciences, 127951 Moscow, Russia; (I.A.S.); (V.A.S.); (I.Y.D.); (D.S.Z.)
| | - Egor O. Blinov
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141701 Dolgoprudny, Russia;
| | - Irina Y. Dolinskaya
- Laboratory of Neurobiology of Motor Control, Institute for Information Transmission Problems, Russian Academy of Sciences, 127951 Moscow, Russia; (I.A.S.); (V.A.S.); (I.Y.D.); (D.S.Z.)
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141701 Dolgoprudny, Russia;
| | - Dmitry S. Zhvansky
- Laboratory of Neurobiology of Motor Control, Institute for Information Transmission Problems, Russian Academy of Sciences, 127951 Moscow, Russia; (I.A.S.); (V.A.S.); (I.Y.D.); (D.S.Z.)
| | - Francesco Lacquaniti
- Laboratory of Neuromotor Physiology, IRCCS Santa Lucia Foundation, 00179 Rome, Italy;
- Department of Systems Medicine and Center of Space Biomedicine, University of Rome Tor Vergata, 00133 Rome, Italy
| | - Yury Ivanenko
- Laboratory of Neuromotor Physiology, IRCCS Santa Lucia Foundation, 00179 Rome, Italy;
- Correspondence:
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27
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Schöllhorn WI, Rizzi N, Slapšinskaitė-Dackevičienė A, Leite N. Always Pay Attention to Which Model of Motor Learning You Are Using. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:711. [PMID: 35055533 PMCID: PMC8776195 DOI: 10.3390/ijerph19020711] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 12/30/2021] [Accepted: 01/03/2022] [Indexed: 12/22/2022]
Abstract
This critical review considers the epistemological and historical background of the theoretical construct of motor learning for a more differentiated understanding. More than simply reflecting critically on the models that are used to solve problems-whether they are applied in therapy, physical education, or training practice-this review seeks to respond constructively to the recent discussion caused by the replication crisis in life sciences. To this end, an in-depth review of contemporary motor learning approaches is provided, with a pragmatism-oriented clarification of the researcher's intentions on fundamentals (what?), subjects (for whom?), time intervals (when?), and purpose (for what?). The complexity in which the processes of movement acquisition, learning, and refinement take place removes their predictable and linear character and therefore, from an applied point of view, invites a great deal of caution when trying to make generalization claims. Particularly when we attempt to understand and study these phenomena in unpredictable and dynamic contexts, it is recommended that scientists and practitioners seek to better understand the central role that the individual and their situatedness plays in the system. In this way, we will be closer to making a meaningful and authentic contribution to the advancement of knowledge, and not merely for the sake of renaming inventions.
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Affiliation(s)
- Wolfgang I. Schöllhorn
- Department of Training and Movement Science, Institute of Sport Science, Johannes Gutenberg-University Mainz, 55099 Mainz, Germany;
| | - Nikolas Rizzi
- Department of Training and Movement Science, Institute of Sport Science, Johannes Gutenberg-University Mainz, 55099 Mainz, Germany;
| | - Agnė Slapšinskaitė-Dackevičienė
- Department of Sports Medicine, Faculty of Nursing, Medical Academy, Lithuanian University of Health Sciences, Tilžės g. 18, 47181 Kaunas, Lithuania;
| | - Nuno Leite
- Reseach Center in Sports Sciences, Health Sciences and Human Development (CIDESD), Department of Sport Sciences, Exercise and Health, University of Trás-os-Montes and Alto Douro, 5001-801 Vila Real, Portugal;
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Listman JB, Tsay JS, Kim HE, Mackey WE, Heeger DJ. Long-Term Motor Learning in the "Wild" With High Volume Video Game Data. Front Hum Neurosci 2021; 15:777779. [PMID: 34987368 PMCID: PMC8720934 DOI: 10.3389/fnhum.2021.777779] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 11/25/2021] [Indexed: 01/12/2023] Open
Abstract
Motor learning occurs over long periods of practice during which motor acuity, the ability to execute actions more accurately, precisely, and in less time, improves. Laboratory-based studies of motor learning are typically limited to a small number of participants and a time frame of minutes to several hours per participant. There is a need to assess the generalizability of theories and findings from lab-based motor learning studies on larger samples and time scales. In addition, laboratory-based studies of motor learning use relatively simple motor tasks which participants are unlikely to be intrinsically motivated to learn, limiting the interpretation of their findings in more ecologically valid settings ("in the wild"). We studied the acquisition and longitudinal refinement of a complex sensorimotor skill embodied in a first-person shooter video game scenario, with a large sample size (N = 7174, 682,564 repeats of the 60 s game) over a period of months. Participants voluntarily practiced the gaming scenario for up to several hours per day up to 100 days. We found improvement in performance accuracy (quantified as hit rate) was modest over time but motor acuity (quantified as hits per second) improved considerably, with 40-60% retention from 1 day to the next. We observed steady improvements in motor acuity across multiple days of video game practice, unlike most motor learning tasks studied in the lab that hit a performance ceiling rather quickly. Learning rate was a non-linear function of baseline performance level, amount of daily practice, and to a lesser extent, number of days between practice sessions. In addition, we found that the benefit of additional practice on any given day was non-monotonic; the greatest improvements in motor acuity were evident with about an hour of practice and 90% of the learning benefit was achieved by practicing 30 min per day. Taken together, these results provide a proof-of-concept in studying motor skill acquisition outside the confines of the traditional laboratory, in the presence of unmeasured confounds, and provide new insights into how a complex motor skill is acquired in an ecologically valid setting and refined across much longer time scales than typically explored.
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Affiliation(s)
| | - Jonathan S. Tsay
- Department of Psychology, University of California, Berkeley, Berkeley, CA, United States
- Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, United States
| | - Hyosub E. Kim
- Department of Physical Therapy, University of Delaware, Newark, DE, United States
- Department of Psychological and Brain Sciences, University of Delaware, Newark, DE, United States
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Bergmann F, Gray R, Wachsmuth S, Höner O. Perceptual-Motor and Perceptual-Cognitive Skill Acquisition in Soccer: A Systematic Review on the Influence of Practice Design and Coaching Behavior. Front Psychol 2021; 12:772201. [PMID: 34925173 PMCID: PMC8675907 DOI: 10.3389/fpsyg.2021.772201] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Accepted: 10/31/2021] [Indexed: 02/03/2023] Open
Abstract
Facilitating players' skill acquisition is a major challenge within sport coaches' work which should be supported by evidence-based recommendations outlining the most effective practice and coaching methods. This systematic review aimed at accumulating empirical knowledge on the influence of practice design and coaching behavior on perceptual-motor and perceptual-cognitive skill acquisition in soccer. A systematic search was carried out according to the PRISMA guidelines across the databases SPORTDiscus, PsycInfo, MEDLINE, and Web of Science to identify soccer-specific intervention studies conducted in applied experimental settings (search date: 22nd November 2020). The systematic search yielded 8,295 distinct hits which underwent an independent screening process. Finally, 34 eligible articles, comprising of 35 individual studies, were identified and reviewed regarding their theoretical frameworks, methodological approaches and quality, as well as the interventions' effectiveness. These studies were classified into the following two groups: Eighteen studies investigated the theory-driven instructional approaches Differential Learning, Teaching Games for Understanding, and Non-linear Pedagogy. Another seventeen studies, most of them not grounded within a theoretical framework, examined specific aspects of practice task design or coaches' instructions. The Downs and Black checklist and the Template for Intervention Description and Replication were applied to assess the quality in reporting, risk of bias, and the quality of interventions' description. Based on these assessments, the included research was of moderate quality, however, with large differences across individual studies. The quantitative synthesis of results revealed empirical support for the effectiveness of coaching methodologies aiming at encouraging players' self-exploration within representative scenarios to promote technical and tactical skills. Nevertheless, "traditional" repetition-based approaches also achieved improvements with respect to players' technical outcomes, yet, their impact on match-play performance remains widely unexplored. In the light of the large methodological heterogeneity of the included studies (e.g., outcomes or control groups' practice activities), the presented results need to be interpreted by taking the respective intervention characteristics into account. Overall, the current evidence needs to be extended by theory-driven, high-quality studies within controlled experimental designs to allow more consolidated and evidence-based recommendations for coaches' work.
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Affiliation(s)
- Fynn Bergmann
- Institute of Sports Science, Eberhard Karls University Tübingen, Tübingen, Germany
| | - Rob Gray
- Human Systems Engineering, Arizona State University, Mesa, AZ, United States
| | - Svenja Wachsmuth
- Institute of Sports Science, Eberhard Karls University Tübingen, Tübingen, Germany
| | - Oliver Höner
- Institute of Sports Science, Eberhard Karls University Tübingen, Tübingen, Germany
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