1
|
Czyż SH, Wójcik AM, Solarská P. The effect of contextual interference on transfer in motor learning - a systematic review and meta-analysis. Front Psychol 2024; 15:1377122. [PMID: 39205981 PMCID: PMC11349744 DOI: 10.3389/fpsyg.2024.1377122] [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: 01/26/2024] [Accepted: 07/22/2024] [Indexed: 09/04/2024] Open
Abstract
Since the initial study on contextual interference (CI) in 1966, research has explored how practice schedules impact retention and transfer. Apart from support from scientists and practitioners, the CI effect has also faced skepticism. Therefore, we aimed to review the existing literature on the CI effect and determine how it affects transfer in laboratory and applied settings and in different age groups. We found 1,287 articles in the following databases: Scopus, EBSCO, Web of Science, ScienceDirect, supplemented by the Google Scholar search engine and manual search. Of 300 fully screened articles, 42 studies were included in the systematic review and 34 in the quantitative analysis (meta-analysis). The overall CI effect on transfer in motor learning was medium (SMD = 0.55), favoring random practice. Random practice was favored in the laboratory and applied settings. However, in laboratory studies, the medium effect size was statistically significant (SMD = 0.75), whereas, in applied studies, the effect size was small and statistically non-significant (SMD = 0.34). Age group analysis turned out to be significant only in adults and older adults. In both, the random practice was favored. In adults, the effect was medium (SMD = 0.54), whereas in older adults was large (SMD = 1.28). In young participants, the effect size was negligible (SMD = 0.12). Systematic review registration: https://clinicaltrials.gov/, identifier CRD42021228267.
Collapse
Affiliation(s)
- Stanisław H. Czyż
- Faculty of Physical Education and Sports, Wroclaw University of Health and Sport Sciences, Wroclaw, Poland
- Faculty of Sport Studies, Masaryk University, Brno, Czechia
- Physical Activity, Sport and Recreation (PhASRec), Faculty of Health Sciences, North-West University, Potchefstroom, South Africa
| | - Aleksandra M. Wójcik
- Faculty of Physical Education and Sports, Wroclaw University of Health and Sport Sciences, Wroclaw, Poland
| | - Petra Solarská
- Faculty of Sport Studies, Masaryk University, Brno, Czechia
| |
Collapse
|
2
|
Czyż SH, Wójcik AM, Solarská P, Kiper P. High contextual interference improves retention in motor learning: systematic review and meta-analysis. Sci Rep 2024; 14:15974. [PMID: 38987617 PMCID: PMC11237090 DOI: 10.1038/s41598-024-65753-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Accepted: 06/24/2024] [Indexed: 07/12/2024] Open
Abstract
The effect of practice schedule on retention and transfer has been studied since the first publication on contextual interference (CI) in 1966. However, strongly advocated by scientists and practitioners, the CI effect also aroused some doubts. Therefore, our objective was to review the existing literature on CI and to determine how it affects retention in motor learning. We found 1255 articles in the following databases: Scopus, EBSCO, Web of Science, PsycINFO, ScienceDirect, supplemented by the Google Scholar search engine. We screened full texts of 294 studies, of which 54 were included in the meta-analysis. In the meta-analyses, two different models were applied, i.e., a three-level mixed model and random-effects model with averaged effect sizes from single studies. According to both analyses, high CI has a medium beneficial effect on the whole population. These effects were statistically significant. We found that the random practice schedule in laboratory settings effectively improved motor skills retention. On the contrary, in the applied setting, the beneficial effect of random practice on the retention was almost negligible. The random schedule was more beneficial for retention in older adults (large effect size) and in adults (medium effect size). In young participants, the pooled effect size was negligible and statically insignificant.
Collapse
Affiliation(s)
- Stanisław H Czyż
- Faculty of Physical Education and Sports, Wrocław University of Health and Sport Sciences, Wrocław, Poland.
- Faculty of Sport Studies, Masaryk University, Brno, Czechia.
- Physical Activity, Sport and Recreation (PhASRec), North-West University, Potchefstroom, South Africa.
| | - Aleksandra M Wójcik
- Faculty of Physical Education and Sports, Wrocław University of Health and Sport Sciences, Wrocław, Poland
| | - Petra Solarská
- Faculty of Sport Studies, Masaryk University, Brno, Czechia
| | - Paweł Kiper
- Healthcare Innovation Technology Lab, IRCCS San Camillo Hospital, Venezia, Italy
| |
Collapse
|
3
|
Vamadevan A, Konge L, Bjerrum F. Variable practice is superior to self-directed training for laparoscopic simulator training: a randomized trial. Surg Endosc 2024; 38:1902-1911. [PMID: 38321334 PMCID: PMC10978673 DOI: 10.1007/s00464-024-10688-z] [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: 10/19/2023] [Accepted: 01/03/2024] [Indexed: 02/08/2024]
Abstract
BACKGROUND Mastering laparoscopy is challenging-it requires specific psychomotor skills which are difficult to obtain in the operating room without potentially compromising patient safety. Proficiency-based training programs using virtual reality simulators allow novices to practice and develop their skills in a patient-safe learning environment. Variable practice leads to stronger retention and skills transfer in a non-surgical setting. The objective of this trial was to investigate if variable practice was superior to self-directed training. METHODS A randomized trial where participants (n = 36) were randomized to proficiency-based laparoscopic simulator training of basic skills using either variable practice or self-directed training, followed by a transfer test with proficiency-based training on a procedural task (a salpingectomy). All participants returned after a period of 3-5 weeks to perform a retention test. RESULTS The mean time to proficiency for the basic skills tasks were 119 min (SD: 93) for the variable practice group versus 182 min (SD: 46) for the self-directed training group (p = 0.015). The time to reach proficiency during the transfer test was 103 min (SD: 57) versus 183 min (SD: 64) for the variable practice group versus the self-directed training group, respectively (p < 0.001). The mean time to proficiency for the retention test was 51 min (SD: 26) and 109 min (SD: 53) for the variable practice group and self-directed training group, respectively (p < 0.001). CONCLUSION Variable practice is superior to self-directed training for proficiency-based laparoscopic training. With variable time to practice proficiency is reduced, there is higher transfer to a procedural task, and retention is improved.
Collapse
Affiliation(s)
- Anishan Vamadevan
- Copenhagen Academy for Medical Education and Simulation, University of Copenhagen and Centre for HR and Education, Capital Region, Ryesgade, 53B, 2100, Copenhagen, Denmark.
| | - Lars Konge
- Copenhagen Academy for Medical Education and Simulation, University of Copenhagen and Centre for HR and Education, Capital Region, Ryesgade, 53B, 2100, Copenhagen, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Flemming Bjerrum
- Copenhagen Academy for Medical Education and Simulation, University of Copenhagen and Centre for HR and Education, Capital Region, Ryesgade, 53B, 2100, Copenhagen, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Surgical Section, Copenhagen University Hospital, Amager and Hvidovre, Hvidovre, Denmark
| |
Collapse
|
4
|
da Silva Soares R, Ramirez-Chavez KL, Tufanoglu A, Barreto C, Sato JR, Ayaz H. Cognitive Effort during Visuospatial Problem Solving in Physical Real World, on Computer Screen, and in Virtual Reality. SENSORS (BASEL, SWITZERLAND) 2024; 24:977. [PMID: 38339693 PMCID: PMC10857420 DOI: 10.3390/s24030977] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Revised: 01/30/2024] [Accepted: 01/30/2024] [Indexed: 02/12/2024]
Abstract
Spatial cognition plays a crucial role in academic achievement, particularly in science, technology, engineering, and mathematics (STEM) domains. Immersive virtual environments (VRs) have the growing potential to reduce cognitive load and improve spatial reasoning. However, traditional methods struggle to assess the mental effort required for visuospatial processes due to the difficulty in verbalizing actions and other limitations in self-reported evaluations. In this neuroergonomics study, we aimed to capture the neural activity associated with cognitive workload during visuospatial tasks and evaluate the impact of the visualization medium on visuospatial task performance. We utilized functional near-infrared spectroscopy (fNIRS) wearable neuroimaging to assess cognitive effort during spatial-reasoning-based problem-solving and compared a VR, a computer screen, and a physical real-world task presentation. Our results reveal a higher neural efficiency in the prefrontal cortex (PFC) during 3D geometry puzzles in VR settings compared to the settings in the physical world and on the computer screen. VR appears to reduce the visuospatial task load by facilitating spatial visualization and providing visual cues. This makes it a valuable tool for spatial cognition training, especially for beginners. Additionally, our multimodal approach allows for progressively increasing task complexity, maintaining a challenge throughout training. This study underscores the potential of VR in developing spatial skills and highlights the value of comparing brain data and human interaction across different training settings.
Collapse
Affiliation(s)
- Raimundo da Silva Soares
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA; (K.L.R.-C.); (A.T.); (C.B.)
- Center of Mathematics Computation and Cognition, Universidade Federal do ABC, São Bernardo do Campo 09606-405, Brazil;
| | - Kevin L. Ramirez-Chavez
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA; (K.L.R.-C.); (A.T.); (C.B.)
| | - Altona Tufanoglu
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA; (K.L.R.-C.); (A.T.); (C.B.)
| | - Candida Barreto
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA; (K.L.R.-C.); (A.T.); (C.B.)
| | - João Ricardo Sato
- Center of Mathematics Computation and Cognition, Universidade Federal do ABC, São Bernardo do Campo 09606-405, Brazil;
| | - Hasan Ayaz
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA; (K.L.R.-C.); (A.T.); (C.B.)
- Department of Psychological and Brain Sciences, College of Arts and Sciences, Drexel University, Philadelphia, PA 19104, USA
- Drexel Solutions Institute, Drexel University, Philadelphia, PA 19104, USA
- A.J. Drexel Autism Institute, Drexel University, Philadelphia, PA 19104, USA
- Department of Family and Community Health, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| |
Collapse
|
5
|
Betts K, Reddy P, Galoyan T, Delaney B, McEachron DL, Izzetoglu K, Shewokis PA. An Examination of the Effects of Virtual Reality Training on Spatial Visualization and Transfer of Learning. Brain Sci 2023; 13:890. [PMID: 37371368 DOI: 10.3390/brainsci13060890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Accepted: 05/23/2023] [Indexed: 06/29/2023] Open
Abstract
Spatial visualization ability (SVA) has been identified as a potential key factor for academic achievement and student retention in Science, Technology, Engineering, and Mathematics (STEM) in higher education, especially for engineering and related disciplines. Prior studies have shown that training using virtual reality (VR) has the potential to enhance learning through the use of more realistic and/or immersive experiences. The aim of this study was to investigate the effect of VR-based training using spatial visualization tasks on participant performance and mental workload using behavioral (i.e., time spent) and functional near infrared spectroscopy (fNIRS) brain-imaging-technology-derived measures. Data were collected from 10 first-year biomedical engineering students, who engaged with a custom-designed spatial visualization gaming application over a six-week training protocol consisting of tasks and procedures that varied in task load and spatial characteristics. Findings revealed significant small (Cohen's d: 0.10) to large (Cohen's d: 2.40) effects of task load and changes in the spatial characteristics of the task, such as orientation or position changes, on time spent and oxygenated hemoglobin (HbO) measures from all the prefrontal cortex (PFC) areas. Transfer had a large (d = 1.37) significant effect on time spent and HbO measures from right anterior medial PFC (AMPFC); while training had a moderate (d = 0.48) significant effect on time spent and HbR measures from left AMPFC. The findings from this study have important implications for VR training, research, and instructional design focusing on enhancing the learning, retention, and transfer of spatial skills within and across various VR-based training scenarios.
Collapse
Affiliation(s)
- Kristen Betts
- School of Education, Drexel University, Philadelphia, PA 19104, USA
| | - Pratusha Reddy
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | - Tamara Galoyan
- School of Education, Drexel University, Philadelphia, PA 19104, USA
| | - Brian Delaney
- School of Communication and Journalism, Auburn University, Auburn, AL 36849, USA
| | - Donald L McEachron
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | - Kurtulus Izzetoglu
- School of Education, Drexel University, Philadelphia, PA 19104, USA
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | - Patricia A Shewokis
- School of Education, Drexel University, Philadelphia, PA 19104, USA
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA
- College of Nursing & Health Professions, Drexel University, Philadelphia, PA 19104, USA
| |
Collapse
|
6
|
Nelson A, Eliasz KL. Desirable Difficulty: Theory and application of intentionally challenging learning. MEDICAL EDUCATION 2023; 57:123-130. [PMID: 35950522 DOI: 10.1111/medu.14916] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 07/29/2022] [Accepted: 08/10/2022] [Indexed: 06/15/2023]
Abstract
CONTEXT Health professions trainees must acquire a vast amount of clinical knowledge and skills, and a deliberate instructional design approach is needed to provide trainees with effective learning strategies. One powerful yet counterintuitive strategy that facilitates long-term learning is incorporating intentional difficulties during the learning process. Difficulties that require more effort from learners may impede short-term learning but are ultimately beneficial for long-term learning and are therefore termed Desirable Difficulties. OBJECTIVES In this cross-cutting edge paper, we describe the Desirable Difficulty effect from three theoretical perspectives originating in different fields, discuss common evidence-based Desirable Difficulty strategies used in Health Professions Education and explore emerging research that could further optimise Desirable Difficulty-enhanced learning for health professions trainees. METHODS We synthesise theory and research from psychology, cognitive science and Health Professions Education literatures to further the understanding and application of Desirable Difficulties. We introduce three theoretical perspectives that provide a comprehensive overview of the theoretical underpinnings of the Desirable Difficulty effect: the New Theory of Disuse, the Challenge Point Framework and Cognitive Load Theory. We then illustrate how three common Desirable Difficulty strategies in medical education research-retrieval practice, spaced practice and interleaved practice-can be understood through these theoretical lenses. Finally, we provide relevant examples from the literature and explore emerging research in this area. CONCLUSIONS This paper summarises the theory and empirical research on Desirable Difficulties during the learning process, from explaining what they are and why they may be effective to how they have been applied in different contexts. We argue that providing educators and trainees with a comprehensive theoretical and applied understanding of Desirable Difficulty will promote deliberate instructional design decisions and lead to more effective learning.
Collapse
Affiliation(s)
- Adin Nelson
- Department of Pediatrics, Weill Cornell Medicine, New York, New York, USA
| | - Kinga L Eliasz
- New York University Grossman School of Medicine, New York, New York, USA
| |
Collapse
|
7
|
Toy S, Huh DD, Materi J, Nanavati J, Schwengel DA. Use of neuroimaging to measure neurocognitive engagement in health professions education: a scoping review. MEDICAL EDUCATION ONLINE 2022; 27:2016357. [PMID: 35012424 PMCID: PMC8757598 DOI: 10.1080/10872981.2021.2016357] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Revised: 11/19/2021] [Accepted: 12/07/2021] [Indexed: 06/14/2023]
Abstract
PURPOSE To map the current literature on functional neuroimaging use in medical education research as a novel measurement modality for neurocognitive engagement, learning, and expertise development. METHOD We searched PubMed, Embase, Cochrane, ERIC, and Web of Science, and hand-searched reference lists of relevant articles on April 4, 2019, and updated the search on July 7, 2020. Two authors screened the abstracts and then full-text articles for eligibility based on inclusion criteria. The data were then charted, synthesized, and analyzed descriptively. RESULTS Sixty-seven articles published between 2007 and 2020 were included in this scoping review. These studies used three main neuroimaging modalities: functional magnetic resonance imaging, functional near-infrared spectroscopy, and electroencephalography. Most of the publications (90%, n = 60) were from the last 10 years (2011-2020). Although these studies were conducted in 16 countries, 68.7% (n = 46) were from three countries: the USA (n = 21), UK (n = 15), and Canada (n = 10). These studies were mainly non-experimental (74.6%, n = 50). Most used neuroimaging techniques to examine psychomotor skill development (57%, n = 38), but several investigated neurocognitive correlates of clinical reasoning skills (22%, n = 15). CONCLUSION This scoping review maps the available literature on functional neuroimaging use in medical education. Despite the heterogeneity in research questions, study designs, and outcome measures, we identified a few common themes. Included studies are encouraging of the potential for neuroimaging to complement commonly used measures in education research and may help validate/challenge established theoretical assumptions and provide insight into training methods. This review highlighted several areas for further research. The use of these emerging technologies appears ripe for developing precision education, establishing viable study protocols for realistic operational settings, examining team dynamics, and exploring applications for real-time monitoring/intervention during critical clinical tasks.
Collapse
Affiliation(s)
- Serkan Toy
- Department of Anesthesiology & Critical Care Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Dana D Huh
- The Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Joshua Materi
- The Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Julie Nanavati
- Welch Medical Library, The Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Deborah A. Schwengel
- Department of Anesthesiology & Critical Care Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| |
Collapse
|
8
|
Nelson A, Eliasz KL. Combining desirable difficulty learning strategies to address the amount-to-learn vs. time-to-learn imbalance in residency training. MEDICAL TEACHER 2022; 44:1037-1043. [PMID: 35430933 DOI: 10.1080/0142159x.2022.2058389] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
PURPOSE Residents have limited time and much to learn. Mounting evidence shows that Desirable Difficulty (DD) learning strategies can ease that imbalance, but few studies have specifically studied combinations of these strategies. METHODS We tested two different combinations of DD strategies: a double combination of distributed practice and retrieval practice and a triple combination additionally including interleaved practice. We compared residents' annual In-Training Exam (ITE) scores and graduates' board certification performance between both DD curricula and a historical baseline. RESULTS Average ITE scores rose from 149.06 in the historical baseline to 160.04 under the combined DD curricula (p < 0.001). Average ITE scores fell from 162.50 under the double combination to 155.11 under the triple combination (p = 0.03). There were no significant changes in graduates' board performance between any of the curricula. CONCLUSIONS These results add to the evidence that DD strategies can enhance residents' learning. The drop in ITE scores under the triple DD combination may suggest that it pushed learners past beneficial desirable difficulty into detrimental overwhelming difficulty. Further research should apply this framework in larger and more diverse settings to clarify how these DD strategies can be optimally used to enhance residents' learning.
Collapse
Affiliation(s)
| | - Kinga L Eliasz
- New York University Grossman School of Medicine, New York, NY, USA
| |
Collapse
|
9
|
Reddy P, Shewokis PA, Izzetoglu K. Individual differences in skill acquisition and transfer assessed by dual task training performance and brain activity. Brain Inform 2022; 9:9. [PMID: 35366168 PMCID: PMC8976865 DOI: 10.1186/s40708-022-00157-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Accepted: 03/08/2022] [Indexed: 11/23/2022] Open
Abstract
Assessment of expertise development during training program primarily consists of evaluating interactions between task characteristics, performance, and mental load. Such a traditional assessment framework may lack consideration of individual characteristics when evaluating training on complex tasks, such as driving and piloting, where operators are typically required to execute multiple tasks simultaneously. Studies have already identified individual characteristics arising from intrinsic, context, strategy, personality, and preference as common predictors of performance and mental load. Therefore, this study aims to investigate the effect of individual difference in skill acquisition and transfer using an ecologically valid dual task, behavioral, and brain activity measures. Specifically, we implemented a search and surveillance task (scanning and identifying targets) using a high-fidelity training simulator for the unmanned aircraft sensor operator, acquired behavioral measures (scan, not scan, over scan, and adaptive target find scores) using simulator-based analysis module, and measured brain activity changes (oxyhemoglobin and deoxyhemoglobin) from the prefrontal cortex (PFC) using a portable functional near-infrared spectroscopy (fNIRS) sensor array. The experimental protocol recruited 13 novice participants and had them undergo three easy and two hard sessions to investigate skill acquisition and transfer, respectively. Our results from skill acquisition sessions indicated that performance on both tasks did not change when individual differences were not accounted for. However inclusion of individual differences indicated that some individuals improved only their scan performance (Attention-focused group), while others improved only their target find performance (Accuracy-focused group). Brain activity changes during skill acquisition sessions showed that mental load decreased in the right anterior medial PFC (RAMPFC) in both groups regardless of individual differences. However, mental load increased in the left anterior medial PFC (LAMPFC) of Attention-focused group and decreased in the Accuracy-focused group only when individual differences were included. Transfer results showed no changes in performance regardless of grouping based on individual differences; however, mental load increased in RAMPFC of Attention-focused group and left dorsolateral PFC (LDLPFC) of Accuracy-focused group. Efficiency and involvement results suggest that the Attention-focused group prioritized the scan task, while the Accuracy-focused group prioritized the target find task. In conclusion, training on multitasks results in individual differences. These differences may potentially be due to individual preference. Future studies should incorporate individual differences while assessing skill acquisition and transfer during multitask training.
Collapse
Affiliation(s)
- Pratusha Reddy
- School of Biomedical Engineering, Science and Health Systems, Drexel University, 3508 Market St Suite 100, Philadelphia, PA, 19104, USA
| | - Patricia A Shewokis
- School of Biomedical Engineering, Science and Health Systems, Drexel University, 3508 Market St Suite 100, Philadelphia, PA, 19104, USA.,Nutrition Sciences Department-College of Nursing and Health Professions, Drexel University, 1601 Cherry St Free Parkway, Philadelphia, PA, 19102, USA.,School of Education, 3401 Market Street 3rd Floor Suite 3000, Philadelphia, PA, 19104, USA
| | - Kurtulus Izzetoglu
- School of Biomedical Engineering, Science and Health Systems, Drexel University, 3508 Market St Suite 100, Philadelphia, PA, 19104, USA. .,School of Education, 3401 Market Street 3rd Floor Suite 3000, Philadelphia, PA, 19104, USA.
| |
Collapse
|
10
|
Studying Brain Activation during Skill Acquisition via Robot-Assisted Surgery Training. Brain Sci 2021; 11:brainsci11070937. [PMID: 34356171 PMCID: PMC8303118 DOI: 10.3390/brainsci11070937] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Revised: 07/01/2021] [Accepted: 07/14/2021] [Indexed: 11/17/2022] Open
Abstract
Robot-assisted surgery systems are a recent breakthrough in minimally invasive surgeries, offering numerous benefits to both patients and surgeons including, but not limited to, greater visualization of the operation site, greater precision during operation and shorter hospitalization times. Training on robot-assisted surgery (RAS) systems begins with the use of high-fidelity simulators. Hence, the increasing demand of employing RAS systems has led to a rise in using RAS simulators to train medical doctors. The aim of this study was to investigate the brain activity changes elicited during the skill acquisition of resident surgeons by measuring hemodynamic changes from the prefrontal cortex area via a neuroimaging sensor, namely, functional near-infrared spectroscopy (fNIRS). Twenty-four participants, who are resident medical doctors affiliated with different surgery departments, underwent an RAS simulator training during this study and completed the sponge suturing tasks at three different difficulty levels in two consecutive sessions/blocks. The results reveal that cortical oxygenation changes in the prefrontal cortex were significantly lower during the second training session (Block 2) compared to the initial training session (Block 1) (p < 0.05).
Collapse
|
11
|
Immink MA, Pointon M, Wright DL, Marino FE. Prefrontal Cortex Activation During Motor Sequence Learning Under Interleaved and Repetitive Practice: A Two-Channel Near-Infrared Spectroscopy Study. Front Hum Neurosci 2021; 15:644968. [PMID: 34054448 PMCID: PMC8160091 DOI: 10.3389/fnhum.2021.644968] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 04/13/2021] [Indexed: 11/21/2022] Open
Abstract
Training under high interference conditions through interleaved practice (IP) results in performance suppression during training but enhances long-term performance relative to repetitive practice (RP) involving low interference. Previous neuroimaging work addressing this contextual interference effect of motor learning has relied heavily on the blood-oxygen-level-dependent (BOLD) response using functional magnetic resonance imaging (fMRI) methodology resulting in mixed reports of prefrontal cortex (PFC) recruitment under IP and RP conditions. We sought to clarify these equivocal findings by imaging bilateral PFC recruitment using functional near-infrared spectroscopy (fNIRS) while discrete key pressing sequences were trained under IP and RP schedules and subsequently tested following a 24-h delay. An advantage of fNIRS over the fMRI BOLD response is that the former measures oxygenated and deoxygenated hemoglobin changes independently allowing for assessment of cortical hemodynamics even when there is neurovascular decoupling. Despite slower sequence performance durations under IP, bilateral PFC oxygenated and deoxygenated hemoglobin values did not differ between practice conditions. During test, however, slower performance from those previously trained under RP coincided with hemispheric asymmetry in PFC recruitment. Specifically, following RP, test deoxygenated hemoglobin values were significantly lower in the right PFC. The present findings contrast with previous behavioral demonstrations of increased cognitive demand under IP to illustrate a more complex involvement of the PFC in the contextual interference effect. IP and RP incur similar levels of bilateral PFC recruitment, but the processes underlying the recruitment are dissimilar. PFC recruitment during IP supports action reconstruction and memory elaboration while RP relies on PFC recruitment to maintain task variation information in working memory from trial to trial. While PFC recruitment under RP serves to enhance immediate performance, it does not support long-term performance.
Collapse
Affiliation(s)
- Maarten A. Immink
- Sport, Health, Activity, Performance and Exercise (SHAPE) Research Centre, Flinders University, Adelaide, SA, Australia
- Alliance for Research in Exercise, Nutrition and Activity, University of South Australia, Adelaide, SA, Australia
| | - Monique Pointon
- School of Exercise Science, Sport & Health, Charles Sturt University, Bathurst, NSW, Australia
| | - David L. Wright
- Department of Health & Kinesiology, Texas A&M University, College Station, TX, United States
| | - Frank E. Marino
- School of Exercise Science, Sport & Health, Charles Sturt University, Bathurst, NSW, Australia
| |
Collapse
|
12
|
Brouwer AM. Challenges and Opportunities in Consumer Neuroergonomics. FRONTIERS IN NEUROERGONOMICS 2021; 2:606646. [PMID: 38235238 PMCID: PMC10790888 DOI: 10.3389/fnrgo.2021.606646] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 02/08/2021] [Indexed: 01/19/2024]
Affiliation(s)
- Anne-Marie Brouwer
- TNO The Netherlands Organisation for Applied Scientific Research, Soesterberg, Netherlands
| |
Collapse
|
13
|
Galoyan T, Betts K, Abramian H, Reddy P, Izzetoglu K, Shewokis PA. Examining Mental Workload in a Spatial Navigation Transfer Game via Functional near Infrared Spectroscopy. Brain Sci 2021; 11:brainsci11010045. [PMID: 33406711 PMCID: PMC7824704 DOI: 10.3390/brainsci11010045] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Revised: 12/24/2020] [Accepted: 12/29/2020] [Indexed: 12/12/2022] Open
Abstract
The goal of this study was to examine the effects of task-related variables, such as the difficulty level, problem scenario, and experiment week, on performance and mental workload of 27 healthy adult subjects during problem solving within the spatial navigation transfer (SNT) game. The study reports task performance measures such as total time spent on a task (TT) and reaction time (RT); neurophysiological measures involving the use of functional near-infrared spectroscopy (fNIRS); and a subjective rating scale for self-assessment of mental workload (NASA TLX) to test the related hypothesis. Several within-subject repeated-measures factorial ANOVA models were developed to test the main hypothesis. The results revealed a number of interaction effects for the dependent measures of TT, RT, fNIRS, and NASA TLX. The results showed (1) a decrease in TT and RT across the three levels of difficulty from Week 1 to Week 2; (2) an increase in TT and RT for high and medium cognitive load tasks as compared to low cognitive load tasks in both Week 1 and Week 2; (3) an overall increase in oxygenation from Week 1 to Week 2. These findings confirmed that both the behavioral performance and mental workload were sensitive to task manipulations.
Collapse
Affiliation(s)
- Tamara Galoyan
- Department of Educational Psychology, College of Education, The University of Utah, Salt Lake City, UT 84112, USA
- Correspondence:
| | - Kristen Betts
- School of Education, Drexel University, Philadelphia, PA 19104, USA;
| | - Hovag Abramian
- College of Science and Engineering, American University of Armenia, Yerevan 0019, Armenia;
| | - Pratusha Reddy
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA; (P.R.); (K.I.); (P.A.S.)
| | - Kurtulus Izzetoglu
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA; (P.R.); (K.I.); (P.A.S.)
| | - Patricia A. Shewokis
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA; (P.R.); (K.I.); (P.A.S.)
| |
Collapse
|
14
|
Dehais F, Karwowski W, Ayaz H. Brain at Work and in Everyday Life as the Next Frontier: Grand Field Challenges for Neuroergonomics. FRONTIERS IN NEUROERGONOMICS 2020; 1:583733. [PMID: 38234310 PMCID: PMC10790928 DOI: 10.3389/fnrgo.2020.583733] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 08/28/2020] [Indexed: 01/19/2024]
Affiliation(s)
- Frederic Dehais
- ISAE-SUPAERO, Université de Toulouse, Toulouse, France
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA, United States
| | - Waldemar Karwowski
- Computational Neuroergonomics Laboratory, Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, FL, United States
| | - Hasan Ayaz
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA, United States
- Drexel Solutions Institute, Drexel University, Philadelphia, PA, United States
- Department of Psychology, College of Arts and Sciences, Drexel University, Philadelphia, PA, United States
- Department of Family and Community Health, University of Pennsylvania, Philadelphia, PA, United States
- Center for Injury Research and Prevention, Children's Hospital of Philadelphia, Philadelphia, PA, United States
| |
Collapse
|
15
|
Use of prefrontal cortex activity as a measure of learning curve in surgical novices: results of a single blind randomised controlled trial. Surg Endosc 2020; 34:5604-5615. [PMID: 31953730 DOI: 10.1007/s00464-019-07331-7] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 12/24/2019] [Indexed: 10/25/2022]
Abstract
BACKGROUND Neurobiological feedback in surgical training could translate to better educational outcomes such as measures of learning curve. This work examined the variation in brain activation of medical students when performing laparoscopic tasks before and after a training workshop, using functional near-infrared spectroscopy (fNIRS). METHODS AND PROCEDURES This single blind randomised controlled trial examined the prefrontal cortex activity (PFCA) differences in two groups of novice medical students during the acquisition of four laparoscopic tasks. Both groups were shown a basic tutorial video, with the "Trained-group" receiving an additional standardised one-to-one training on the tasks. The PFCA was measured pre- and post-intervention using a portable fNIRS device and reported as mean total oxygenated hemoglobin (HbOµm). Primary outcome of the study is the difference in HbOµm between post- and pre-intervention readings for each of the four laparoscopic tasks. The pre- and post-intervention laparoscopic tasks were recorded and assessed by two blinded individual assessors for objective scores of the performance. RESULTS 16 Trained and 16 Untrained, right-handed medical students with an equal sex distribution and comparable age distribution were recruited. Trained group had an attenuated left PFCA in the "Precision cutting" (p = 0.007) task compared to the Untrained group. Subgroup analysis by sex revealed attenuation in left PFCA in Trained females compared to Untrained females across two laparoscopic tasks: "Peg transfer" (p = 0.005) and "Precision cutting" (p = 0.003). No significant PFCA attenuation was found in male students who underwent training compared to Untrained males. CONCLUSION A standardised laparoscopic training workshop promoted greater PFCA attenuation in female medical students compared to males. This suggests that female and male students respond differently to the same instructional approach. Implications include a greater focus on one-to-one surgical training for female students and use of PFCA attenuation as a form of neurobiological feedback in surgical training.
Collapse
|
16
|
Shuggi IM, Oh H, Wu H, Ayoub MJ, Moreno A, Shaw EP, Shewokis PA, Gentili RJ. Motor Performance, Mental Workload and Self-Efficacy Dynamics during Learning of Reaching Movements throughout Multiple Practice Sessions. Neuroscience 2019; 423:232-248. [PMID: 31325564 DOI: 10.1016/j.neuroscience.2019.07.001] [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: 11/17/2018] [Revised: 06/29/2019] [Accepted: 07/01/2019] [Indexed: 10/26/2022]
Abstract
The human capability to learn new motor skills depends on the efficient engagement of cognitive-motor resources, as reflected by mental workload, and psychological mechanisms (e.g., self-efficacy). While numerous investigations have examined the relationship between motor behavior and mental workload or self-efficacy in a performance context, a fairly limited effort focused on the combined examination of these notions during learning. Thus, this study aimed to examine their concomitant dynamics during the learning of a novel reaching skill practiced throughout multiple sessions. Individuals had to learn to control a virtual robotic arm via a human-machine interface by using limited head motion throughout eight practice sessions while motor performance, mental workload, and self-efficacy were assessed. The results revealed that as individuals learned to control the robotic arm, performance improved at the fastest rate, followed by a more gradual reduction of mental workload and finally an increase in self-efficacy. These results suggest that once the performance improved, less cognitive-motor resources were recruited, leading to an attenuated mental workload. Considering that attention is a primary cognitive resource driving mental workload, it is suggested that during early learning, attentional resources are primarily allocated to address task demands and not enough are available to assess self-efficacy. However, as the performance becomes more automatic, a lower level of mental workload is attained driven by decreased recruitment of attentional resources. These available resources allow for a reliable assessment of self-efficacy resulting in a subsequent observable change. These results are also discussed in terms of the application to the training and design of assistive technologies.
Collapse
Affiliation(s)
- Isabelle M Shuggi
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Program in Neuroscience and Cognitive Science, University of Maryland, College Park, MD, USA
| | - Hyuk Oh
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Program in Neuroscience and Cognitive Science, University of Maryland, College Park, MD, USA
| | - Helena Wu
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Maria J Ayoub
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Arianna Moreno
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Emma P Shaw
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Program in Neuroscience and Cognitive Science, University of Maryland, College Park, MD, USA
| | - Patricia A Shewokis
- School of Biomedical Engineering, Science, and Health Systems, Drexel University, Philadelphia, PA, USA; Nutrition Sciences Department, College of Nursing and Health Professions, Drexel University, Philadelphia, PA, USA
| | - Rodolphe J Gentili
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Program in Neuroscience and Cognitive Science, University of Maryland, College Park, MD, USA; Maryland Robotics Center, University of Maryland, College Park, MD, USA.
| |
Collapse
|
17
|
Huang FC, Mohamadipanah H, Mussa-Ivaldi FA, Pugh CM. Combining Metrics From Clinical Simulators and Sensorimotor Tasks Can Reveal the Training Background of Surgeons. IEEE Trans Biomed Eng 2019; 66:2576-2584. [DOI: 10.1109/tbme.2019.2892342] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
|
18
|
Nemani A, Kruger U, Cooper CA, Schwaitzberg SD, Intes X, De S. Objective assessment of surgical skill transfer using non-invasive brain imaging. Surg Endosc 2019; 33:2485-2494. [PMID: 30334166 PMCID: PMC10756643 DOI: 10.1007/s00464-018-6535-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 10/12/2018] [Indexed: 12/16/2022]
Abstract
BACKGROUND Physical and virtual surgical simulators are increasingly being used in training technical surgical skills. However, metrics such as completion time or subjective performance checklists often show poor correlation to transfer of skills into clinical settings. We hypothesize that non-invasive brain imaging can objectively differentiate and classify surgical skill transfer, with higher accuracy than established metrics, for subjects based on motor skill levels. STUDY DESIGN 18 medical students at University at Buffalo were randomly assigned into control, physical surgical trainer, or virtual trainer groups. Training groups practiced a surgical technical task on respective simulators for 12 consecutive days. To measure skill transfer post-training, all subjects performed the technical task in an ex-vivo environment. Cortical activation was measured using functional near-infrared spectroscopy (fNIRS) in the prefrontal cortex, primary motor cortex, and supplementary motor area, due to their direct impact on motor skill learning. RESULTS Classification between simulator trained and untrained subjects based on traditional metrics is poor, where misclassification errors range from 20 to 41%. Conversely, fNIRS metrics can successfully classify physical or virtual trained subjects from untrained subjects with misclassification errors of 2.2% and 8.9%, respectively. More importantly, untrained subjects are successfully classified from physical or virtual simulator trained subjects with misclassification errors of 2.7% and 9.1%, respectively. CONCLUSION fNIRS metrics are significantly more accurate than current established metrics in classifying different levels of surgical motor skill transfer. Our approach brings robustness, objectivity, and accuracy in validating the effectiveness of future surgical trainers in translating surgical skills to clinically relevant environments.
Collapse
Affiliation(s)
- Arun Nemani
- Rensselaer Polytechnic Institute, 110, 8th Street, Troy, NY, 12180, USA
| | - Uwe Kruger
- Rensselaer Polytechnic Institute, 110, 8th Street, Troy, NY, 12180, USA
| | - Clairice A Cooper
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, NY, 14228, USA
| | - Steven D Schwaitzberg
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, NY, 14228, USA
| | - Xavier Intes
- Rensselaer Polytechnic Institute, 110, 8th Street, Troy, NY, 12180, USA
| | - Suvranu De
- Rensselaer Polytechnic Institute, 110, 8th Street, Troy, NY, 12180, USA.
| |
Collapse
|
19
|
Thürer B, Gedemer S, Focke A, Stein T. Contextual Interference Effect Is Independent of Retroactive Inhibition but Variable Practice Is Not Always Beneficial. Front Hum Neurosci 2019; 13:165. [PMID: 31213998 PMCID: PMC6557302 DOI: 10.3389/fnhum.2019.00165] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Accepted: 05/06/2019] [Indexed: 11/16/2022] Open
Abstract
Positive effects of variable practice conditions on subsequent motor memory consolidation and generalization are widely accepted and described as the contextual interference effect (CIE). However, the general benefits of CIE are low and these benefits might even depend on decreased retest performances in the blocked-practicing control group, caused by retroactive inhibition. The aim of this study was to investigate if CIE represents a true learning phenomenon or possibly reflects confounding effects of retroactive inhibition. We tested 48 healthy human participants adapting their reaching movements to three different force field magnitudes. Subjects practiced the force fields in either a Blocked (B), Random (R), or Constant (C) schedule. In addition, subjects of the Blocked group performed either a retest schedule that did (Blocked-Matched; BM) or did not (Blocked-Unmatched; BU) control for retroactive inhibition. Results showed that retroactive inhibition did not affect the results of the BU group much and that the Random group showed a better consolidation performance compared to both Blocked groups. However, compared to the Constant group, the Random group showed only slight benefits in its memory consolidation of the mean performance across all force field magnitudes and no benefits in absolute performance values. This indicates that CIE reflects a true motor learning phenomenon, which is independent of retroactive inhibition. However, random practice is not always beneficial over constant practice.
Collapse
Affiliation(s)
- Benjamin Thürer
- Brain Signaling Group, Department of Molecular Medicine, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
- BioMotion Center, Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Sarah Gedemer
- BioMotion Center, Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Anne Focke
- BioMotion Center, Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Thorsten Stein
- BioMotion Center, Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| |
Collapse
|
20
|
Oculomotor behavior and the level of repetition in motor practice: Effects on pupil dilation, eyeblinks and visual scanning. Hum Mov Sci 2019; 64:142-152. [DOI: 10.1016/j.humov.2019.02.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2018] [Revised: 01/26/2019] [Accepted: 02/02/2019] [Indexed: 01/09/2023]
|
21
|
Sakurada T, Goto A, Tetsuka M, Nakajima T, Morita M, Yamamoto SI, Hirai M, Kawai K. Prefrontal activity predicts individual differences in optimal attentional strategy for preventing motor performance decline: a functional near-infrared spectroscopy study. NEUROPHOTONICS 2019; 6:025012. [PMID: 31259197 PMCID: PMC6563944 DOI: 10.1117/1.nph.6.2.025012] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Accepted: 05/30/2019] [Indexed: 06/09/2023]
Abstract
Directing attention to movement outcomes (external focus; EF), not body movements (internal focus; IF), is a better cognitive strategy for motor performance. However, EF is not effective in some healthy individuals or stroke patients. We aimed to identify the neurological basis reflecting the individual optimal attentional strategy using functional near-infrared spectroscopy. Sixty-four participants (23 healthy young, 23 healthy elderly, and 18 acute stroke) performed a reaching movement task under IF and EF conditions. Of these, 13 healthy young participants, 11 healthy elderly participants, and 6 stroke patients showed better motor performance under EF conditions (EF-dominant), whereas the others showed IF-dominance. We then measured prefrontal activity during rhythmic hand movements under both attentional conditions. IF-dominant participants showed significantly higher left prefrontal activity than EF-dominant participants under IF condition. In addition, receiver operating characteristic analysis supported that the higher activity in the left frontopolar and dorsolateral prefrontal cortices could detect IF-dominance as an individual's optimal attentional strategy for preventing motor performance decline. Taken together, these results suggest that prefrontal activity during motor tasks reflects an individual's ability to process internal body information, thereby conferring IF-dominance. These findings could be applied for the development of individually optimized rehabilitation programs.
Collapse
Affiliation(s)
- Takeshi Sakurada
- Jichi Medical University, Center for Development of Advanced Medical Technology, Functional Brain Science Laboratory, Shimotsuke, Tochigi, Japan
- Jichi Medical University, Department of Neurosurgery, Shimotsuke, Tochigi, Japan
| | - Aya Goto
- Jichi Medical University, Center for Development of Advanced Medical Technology, Functional Brain Science Laboratory, Shimotsuke, Tochigi, Japan
- Shibaura Institute of Technology, College of Systems Engineering and Science, Minuma, Saitama, Japan
| | - Masayuki Tetsuka
- Jichi Medical University, Department of Neurosurgery, Shimotsuke, Tochigi, Japan
| | - Takeshi Nakajima
- Jichi Medical University, Department of Neurosurgery, Shimotsuke, Tochigi, Japan
- Jichi Medical University Hospital, Rehabilitation Center, Shimotsuke, Tochigi, Japan
| | - Mitsuya Morita
- Jichi Medical University Hospital, Rehabilitation Center, Shimotsuke, Tochigi, Japan
- Jichi Medical University, Division of Neurology, Department of Internal Medicine, Shimotsuke, Tochigi, Japan
| | - Shin-ichiroh Yamamoto
- Shibaura Institute of Technology, College of Systems Engineering and Science, Minuma, Saitama, Japan
| | - Masahiro Hirai
- Jichi Medical University, Center for Development of Advanced Medical Technology, Functional Brain Science Laboratory, Shimotsuke, Tochigi, Japan
| | - Kensuke Kawai
- Jichi Medical University, Department of Neurosurgery, Shimotsuke, Tochigi, Japan
| |
Collapse
|
22
|
Sewell JL, Maggio LA, Ten Cate O, van Gog T, Young JQ, O'Sullivan PS. Cognitive load theory for training health professionals in the workplace: A BEME review of studies among diverse professions: BEME Guide No. 53. MEDICAL TEACHER 2019; 41:256-270. [PMID: 30328761 DOI: 10.1080/0142159x.2018.1505034] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
AIM Cognitive load theory (CLT) is of increasing interest to health professions education researchers. CLT has intuitive applicability to workplace settings, yet how CLT should inform teaching, learning, and research in health professions workplaces is unclear. METHOD To map the existing literature, we performed a scoping review of studies involving cognitive load, mental effort and/or mental workload in professional workplace settings within and outside of the health professions. We included actual and simulated workplaces and workplace tasks. RESULT Searching eight databases, we identified 4571 citations, of which 116 met inclusion criteria. Studies were most often quantitative. Methods to measure cognitive load included psychometric, physiologic, and secondary task approaches. Few covariates of cognitive load or performance were studied. Overall cognitive load and intrinsic load were consistently negatively associated with the level of experience and performance. Studies consistently found distractions and other aspects of workplace environments as contributing to extraneous load. Studies outside the health professions documented similar findings to those within the health professions, supporting relevance of CLT to workplace learning. CONCLUSION The authors discuss implications for workplace teaching, curricular design, learning environment, and metacognition. To advance workplace learning, the authors suggest future CLT research should address higher-level questions and integrate other learning frameworks.
Collapse
Affiliation(s)
- Justin L Sewell
- a Department of Medicine, Division of Gastroenterology , University of California San Francisco , San Francisco , CA , USA
| | - Lauren A Maggio
- b Department of Medicine , Uniformed Services University of the Health Sciences , Bethesda , MD , USA
| | - Olle Ten Cate
- c Center for Research and Development of Education , University Medical Center Utrecht , Utrecht , Netherlands
- d Department of Medicine, Research and Development in Medical Education , University of California San Francisco , San Francisco , CA , USA
| | - Tamara van Gog
- e Department of Education , Utrecht University , The Netherlands
| | - John Q Young
- f Department of Psychiatry , Zucker School of Medicine at Hofstra/Northwell , Hempstead , NY , USA
| | - Patricia S O'Sullivan
- d Department of Medicine, Research and Development in Medical Education , University of California San Francisco , San Francisco , CA , USA
| |
Collapse
|
23
|
Karabanov AN, Irmen F, Madsen KH, Haagensen BN, Schulze S, Bisgaard T, Siebner HR. Getting to grips with endoscopy - Learning endoscopic surgical skills induces bi-hemispheric plasticity of the grasping network. Neuroimage 2018; 189:32-44. [PMID: 30583066 DOI: 10.1016/j.neuroimage.2018.12.030] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2018] [Revised: 12/12/2018] [Accepted: 12/14/2018] [Indexed: 10/27/2022] Open
Abstract
Endoscopic surgery requires skilled bimanual use of complex instruments that extend the peri-personal workspace. To delineate brain structures involved in learning such surgical skills, 48 medical students without surgical experience were randomly assigned to five training sessions on a virtual-reality endoscopy simulator or to a non-training group. Brain activity was probed with functional MRI while participants performed endoscopic tasks. Repeated task performance in the scanner was sufficient to enhance task-related activity in left ventral premotor cortex (PMv) and the anterior Intraparietal Sulcus (aIPS). Simulator training induced additional increases in task-related activation in right PMv and aIPS and reduced effective connectivity from left to right PMv. Skill improvement after training scaled with stronger task-related activation of the lateral left primary motor hand area (M1-HAND). The results suggest that a bilateral fronto-parietal grasping network and left M1-HAND are engaged in bimanual learning of tool-based manipulations in an extended peri-personal space.
Collapse
Affiliation(s)
- Anke Ninija Karabanov
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark.
| | - Friederike Irmen
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark; Berlin School of Mind and Brain, Humboldt-Universität zu Berlin, Germany
| | - Kristoffer Hougaard Madsen
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark
| | - Brian Numelin Haagensen
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Denmark, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
| | - Svend Schulze
- Gastrounit Surgical Division, Centre for Surgical Research (CSR), Copenhagen University Hospital Hvidovre, Denmark
| | - Thue Bisgaard
- Gastrounit Surgical Division, Centre for Surgical Research (CSR), Copenhagen University Hospital Hvidovre, Denmark
| | - Hartwig Roman Siebner
- Department of Neurology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark; Institute for Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| |
Collapse
|
24
|
Jaquess KJ, Lo LC, Oh H, Lu C, Ginsberg A, Tan YY, Lohse KR, Miller MW, Hatfield BD, Gentili RJ. Changes in Mental Workload and Motor Performance Throughout Multiple Practice Sessions Under Various Levels of Task Difficulty. Neuroscience 2018; 393:305-318. [PMID: 30266685 DOI: 10.1016/j.neuroscience.2018.09.019] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 09/12/2018] [Accepted: 09/17/2018] [Indexed: 11/28/2022]
Abstract
The allocation of mental workload is critical to maintain cognitive-motor performance under various demands. While mental workload has been investigated during performance, limited efforts have examined it during cognitive-motor learning, while none have concurrently manipulated task difficulty. It is reasonable to surmise that the difficulty level at which a skill is practiced would impact the rate of skill acquisition and also the rate at which mental workload is reduced during learning (relatively slowed for challenging compared to easier tasks). This study aimed to monitor mental workload by assessing cortical dynamics during a task practiced under two difficulty levels over four days while perceived task demand, performance, and electroencephalography (EEG) were collected. As expected, self-reported mental workload was reduced, greater working memory engagement via EEG theta synchrony was observed, and reduced cortical activation, as indexed by progressive EEG alpha synchrony was detected during practice. Task difficulty was positively related to the magnitude of alpha desynchrony and accompanied by elevations in the theta-alpha ratio. Counter to expectation, the absence of an interaction between task difficulty and practice days for both theta and alpha power indicates that the refinement of mental processes throughout learning occurred at a comparable rate for both levels of difficulty. Thus, the assessment of brain dynamics was sensitive to the rate of change of cognitive workload with practice, but not to the degree of difficulty. Future work should consider a broader range of task demands and additional measures of brain processes to further assess this phenomenon.
Collapse
Affiliation(s)
- Kyle J Jaquess
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Li-Chuan Lo
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Hyuk Oh
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA
| | - Calvin Lu
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Andrew Ginsberg
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA
| | - Ying Ying Tan
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA; Defense Science and Technology Agency, Singapore
| | - Keith R Lohse
- Department of Health, Kinesiology, and Recreation, University of Utah, Salt Lake City, UT, USA
| | | | - Bradley D Hatfield
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA
| | - Rodolphe J Gentili
- Department of Kinesiology, School of Public Health, University of Maryland, College Park, MD, USA; Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, USA; Maryland Robotics Center, University of Maryland, College Park, MD, USA.
| |
Collapse
|