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Setu JN, Le JM, Kundu RK, Giesbrecht B, Hollerer T, Hoque KA, Desai K, Quarles J. Predicting and Explaining Cognitive Load, Attention, and Working Memory in Virtual Multitasking. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS 2025; 31:3014-3024. [PMID: 40063446 DOI: 10.1109/tvcg.2025.3549850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/30/2025]
Abstract
As VR technology advances, the demand for multitasking within virtual environments escalates. Negotiating multiple tasks within the immersive virtual setting presents cognitive challenges, where users experience difficulty executing multiple concurrent tasks. This phenomenon highlights the importance of cognitive functions like attention and working memory, which are vital for navigating intricate virtual environments effectively. In addition to attention and working memory, assessing the extent of physical and mental strain induced by the virtual environment and the concurrent tasks performed by the participant is key. While previous research has focused on investigating factors influencing attention and working memory in virtual reality, more comprehensive approaches addressing the prediction of physical and mental strain alongside these cognitive aspects remain. This gap inspired our investigation, where we utilized an open dataset - VRWalking, which included eye and head tracking and physiological measures like heart rate(HR) and galvanic skin response(GSR). The VRwalking dataset has timestamped labeled data for physical and mental load, working memory, and attention metrics. In our investigation, we employed straightforward deep learning models to predict these labels, achieving noteworthy performance with 91%, 96%, 93%, and 91% accuracy in predicting physical load, mental load, working memory, and attention, respectively. Additionally, we conducted SHAP (SHapley Additive exPlanations) analysis to identify the most critical features driving these predictions. Our findings contribute to understanding the overall cognitive state of a participant and effective data collection practices for future researchers, as well as provide insights for virtual reality developers. Developers can utilize these predictive approaches to adaptively optimize user experience in real-time and minimize cognitive strain, ultimately enhancing the effectiveness and usability of virtual reality applications.
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Appelboom Y, Groenen Y, Notten D, De Bruin A, Buijs J, Haak HR, Broggreve HF, Lambriks L, Stassen PM. Experienced cognitive load in the emergency department. A prospective study. PLoS One 2025; 20:e0314052. [PMID: 39820942 PMCID: PMC11737784 DOI: 10.1371/journal.pone.0314052] [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: 01/03/2024] [Accepted: 11/04/2024] [Indexed: 01/19/2025] Open
Abstract
BACKGROUND AND IMPORTANCE The emergency department (ED) is a hectic place, where many critically ill patients are treated. For residents working in the ED, this environment may be demanding. OBJECTIVES The aim of this study was to investigate the [1] cognitive load experienced by residents working in the ED, and [2] differences in cognitive load during the day. METHODS In this multicentre, prospective study in three EDs in the Netherlands, the experienced cognitive load was graded by residents on three scales, agreed upon during Delphi meetings: the complexity (low-high: 1-3), mental effort (low-high: 1-9) and comfortability scale (low-high: 0-100%). We applied the scores per decision, 1-hour and 2-hour intervals, patient and shift. MAIN RESULTS We observed 14 residents and analysed 74 1-hour and 45 2-hour intervals, 79 patients, 24 shifts and 592 separate decisions. The experienced cognitive load per decision was low. In contrast, the cognitive load was higher per 2-hour interval (mental effort: median 4.0 (IQR 4.0) and comfortability 80% (IQR 20)) and per shift (mental effort: median 5.5 (IQR 4.0) and comfortability 80% (IQR 20). Complexity was low for all measurements. Mental effort rose from 17h onwards higher values, whereas a decrease in comfortability was seen from 21h onwards. CONCLUSION From 17h onwards, residents working in the ED experienced rather high mental effort and reported feeling not optimally comfortable when making decisions. The mental effort was highest between 21-23h. This was found when cognitive load was measured per 2-hour interval and per shift, but not per decision. This study may provide an insights to optimise cognitive load by reorganisation of the ED.
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Affiliation(s)
- Yael Appelboom
- Department of Internal Medicine, Zuyderland Medical Centre, Heerlen, Netherlands
| | - Yvonne Groenen
- Emergency Department, St. Jans Gasthuis, Weert, Netherlands
| | - Dirk Notten
- Intensive care, Zuyderland MC, Heerlen, Netherlands
| | - Anique De Bruin
- Department of Educational Development and Research, School of Health Professions Education, Maastricht University, Maastricht, The Netherlands
| | - Jacqueline Buijs
- Department of Internal Medicine, Zuyderland Medical Centre, Heerlen, Netherlands
| | - Harm R. Haak
- Department of Internal Medicine, Máxima Medical Centre, Maastricht University, CAPHRI School of Public Health and Primary Care, Ageing and Long-Term Care, Maastricht University, Maastricht, The Netherlands
| | - Hella F. Broggreve
- Department of Internal Medicine, Maastricht University Medical Centre+, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands
| | - Lars Lambriks
- Department of Internal Medicine, Maastricht University Medical Centre+, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands
| | - Patricia M. Stassen
- Department of Internal Medicine, Maastricht University Medical Centre+, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands
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Bansbach J, Bentele M, Bollinger M, Bentele S, Langenhan R, Gerber B, Trifunovic-Koenig M, Bushuven S. Self-assessment and learning motivation in emergency point-of-care ultrasound: an online pilot investigation in German physicians. BMC Emerg Med 2024; 24:235. [PMID: 39695953 PMCID: PMC11656859 DOI: 10.1186/s12873-024-01154-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: 06/19/2023] [Accepted: 12/06/2024] [Indexed: 12/20/2024] Open
Abstract
INTRODUCTION Learning motivation is essential to obtain and maintain ultrasound competencies in emergency medicine. One's competencies herein and the need for ongoing training are best evaluated by self-assessment. This may be flawed by overconfidence effects - the belief to be better than others or better than tests reveal. This study aims to clarify the underinvestigated interaction of learning motivation and self-assessment in emergency point-of-care-ultrasound (POCUS). METHODS In this cross-sectional multicenter project, physicians assessed their own and others' competence and learning motivation using the Situational Motivation Scale comprising intrinsic motivation, external and identified regulation, and amotivation. In addition, we presented eight ultrasound loops of different pathologies to emergency physicians of various specialties. RESULTS Overall, the motivation to learn was high, while self-assessment showed no significant overconfidence in POCUS. The rate of correct diagnoses based on the loops was relatively low. As a result, we did not detect overconfidence effects in participants who completed questions (n = 86) and tests (n = 56). Overplacing oneself above peers negatively correlated with intrinsic learning motivation and identified regulation and positively correlated to amotivation. Further analyses indicated that learning motivation was associated with the interactions of the physicians' risk perception, speciality, and self-assessment. DISCUSSION The absence of overconfidence effects, the complexity of learning motivation and their interaction show that prior findings in other contexts may not be easily transferable to POCUS and could be highly context-sensitive. In conclusion, this study highlights high levels of learning motivation but relatively low diagnostic accuracy in POCUS, which suggests the need for ongoing education and assessment. Ensuring that physicians continue to receive objective feedback and opportunities to refine their skills is critical for maintaining high standards of care. Despite the small sample size and other limitations of the study, the results primarily served to generate hypotheses for future research on emergency ultrasound education.
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Affiliation(s)
- Joachim Bansbach
- Department of Anesthesiology and Critical Care, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Michael Bentele
- Training Center for Emergency Medicine (NOTIS e.V), Engen, Germany
- Institute for Anesthesiology, Intensive Care, Emergency Medicine and Pain Therapy, Hegau-Bodensee Hospital, Singen, Germany
| | - Matthias Bollinger
- Faculty of Medical and Life Sciences, University Furtwangen, Villingen-Schwenningen, Germany
- Faculty of Health, School of Medicine, Witten/Herdecke University, Witten, Germany
| | - Stefanie Bentele
- Training Center for Emergency Medicine (NOTIS e.V), Engen, Germany
- Department for Emergency Medicine, University-Hospital Augsburg, University of Augsburg, Augsburg, Germany Institute for Medical Education, University Hospital, LMU Munich, Munich, Germany
| | - Ronny Langenhan
- Department of Orthopaedic Surgery, Hegau-Bodensee-Klinikum Singen, Virchowstrasse 10, D-78224, Singen, Germany
- Department of Orthopaedic Surgery, Klinikum Chemnitz gGmbH, Flemmingstraße 2, D-09116, Chemnitz, Germany
| | - Bianka Gerber
- Training Center for Emergency Medicine (NOTIS e.V), Engen, Germany
- Institute for Anesthesiology, Intensive Care, Emergency Medicine and Pain Therapy, Hegau-Bodensee Hospital, Singen, Germany
| | | | - Stefan Bushuven
- Department of Anesthesiology and Critical Care, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.
- Training Center for Emergency Medicine (NOTIS e.V), Engen, Germany.
- Institute for Infection Control and Infection Prevention, Hegau-Jugendwerk Gailingen, Health Care Association District of Constance, Virchowstrase 10, 78224, Singen, Germany.
- Institute for Medical Education, University Hospital, LMU Munich, Munich, Germany.
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Huang SS, Lin CH, Lin SY, Huang CT, Lien WC. How to enhance the novices' learning in ultrasound-guided procedures utilizing handmade phantoms? BMC MEDICAL EDUCATION 2024; 24:1444. [PMID: 39695599 DOI: 10.1186/s12909-024-06458-z] [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: 03/23/2024] [Accepted: 12/04/2024] [Indexed: 12/20/2024]
Abstract
INTRODUCTION This prospective study aims to evaluate the learning effect of US-guided thoracocentesis and pericardiocentesis in novices through simulation training using handmade phantoms. METHODS The novices included undergraduate-year (UGY) students and first postgraduate-year (PGY-1) residents. Handmade phantoms were utilized for training and immediate assessment. Novices were re-evaluated using high-fidelity phantoms three months after training, while experienced PGY-3 emergency medicine residents were recruited and evaluated with high-fidelity phantoms simultaneously. Data on their performance, puncture time, and number of attempts were collected. RESULTS Thirty-six novices (18 PGY-1 and 18 UGYs) and 12 PGY-3 emergency medicine residents were recruited. Alongside clinical observation, novices demonstrated improved skill retention and performance at the 3-month assessment compared to the immediate assessment [5 (4-5) vs. 3.5 (3-4), p = 0.0005] in thoracocentesis, achieving a comparable level of proficiency with the PGY-3 emergency medicine residents [5 (4-5) vs. 5 (5), p = 0.105]. Without clinical observation, novices exhibited a decline in skill proficiency in pericardiocentesis at the 3-month assessment [3 (3-4) vs. 4 (4-4.5), p = 0.015]. The puncture time was comparable between novices and PGY-3 emergency medicine residents for both thoracocentesis and pericardiocentesis. However, novices required a greater number of puncture attempts for pericardiocentesis. CONCLUSIONS Novices showed superior performance in thoracocentesis but experienced skill decay in pericardiocentesis at the 3-month assessment following training with handmade phantoms. This decline may be attributed to the very low frequency of pericardiocentesis cases encountered by novices after training, as well as the higher-stakes nature of the procedure. Further investigation is needed to evaluate the long-term effects of training, skill retention, and transfer of skills to actual patient care. Additionally, research should focus on determining optimal retraining intervals for pericardiocentesis and evaluating the use of standardized pericardiocentesis videos as an alternative to clinical observation. TRIAL REGISTRATION Registered at ClinicalTrials.gov (NCT04792203) on March 7, 2021.
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Affiliation(s)
- Sih-Shiang Huang
- Department of Emergency Medicine, National Taiwan University Hospital and National Taiwan University, No.7, Chung-Shan South Road, Taipei, 100, Taiwan
- Department of Emergency Medicine, National Taiwan University Hospital, Hsin-Chu Branch, Hsin-Chu City, Taiwan
| | - Chih-Hsien Lin
- Department of Emergency Medicine, National Taiwan University Hospital and National Taiwan University, No.7, Chung-Shan South Road, Taipei, 100, Taiwan
- Department of Emergency Medicine, National Taiwan University Hospital, Hsin-Chu Branch, Hsin-Chu City, Taiwan
| | - Shao-Yung Lin
- Department of Emergency Medicine, National Taiwan University Hospital and National Taiwan University, No.7, Chung-Shan South Road, Taipei, 100, Taiwan
| | - Chien-Tai Huang
- Department of Emergency Medicine, National Taiwan University Hospital and National Taiwan University, No.7, Chung-Shan South Road, Taipei, 100, Taiwan
- Department of Emergency Medicine, National Taiwan University Hospital, Hsin-Chu Branch, Hsin-Chu City, Taiwan
- Department of Emergency Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Wan-Ching Lien
- Department of Emergency Medicine, National Taiwan University Hospital and National Taiwan University, No.7, Chung-Shan South Road, Taipei, 100, Taiwan.
- Department of Emergency Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan.
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Liao SC, Shao SC, Gao SY, Lai ECC. Augmented reality visualization for ultrasound-guided interventions: a pilot randomized crossover trial to assess trainee performance and cognitive load. BMC MEDICAL EDUCATION 2024; 24:1058. [PMID: 39334275 PMCID: PMC11429828 DOI: 10.1186/s12909-024-05998-8] [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: 06/03/2024] [Accepted: 09/06/2024] [Indexed: 09/30/2024]
Abstract
BACKGROUND Augmented reality (AR) technology involving head-mounted displays (HMD) represents a significant innovation in medical education, particularly for training in guided invasive procedures. Novice physicians often face challenges in simultaneously identifying anatomical landmarks and performing procedures when learning point-of-care ultrasound (POCUS). Our primary objective was to determine the effectiveness of AR in enhancing physician training for ultrasound-guided interventions using AR visual overlays. The secondary objective was to compare cognitive load between traditional ultrasound training settings and AR-assisted training settings. METHODS This randomized crossover study, conducted from 2021 to 2022, compared performance and cognitive load of trainees attempting accurate central venous catheter (CVC) placement using an AR-HMD to display ultrasound images (AR-US), compared with standard ultrasound without visual overlay (S-US). We enrolled 47 trainees, including 22 final-year undergraduate medical students and 25 postgraduate physicians (years 1-4) from three hospitals in Taiwan. All participants had basic training in US-guided CVC placement but lacked AR-US experience. Performance and cognitive load were assessed using time measurements and NASA Task Load Index (NASA-TLX), covering the dimensions of Mental-, Physical- and Temporal Demand, and Performance, Effort and Frustration. RESULTS We found AR technology reduced the time required for critical steps in CVC placement, while minimizing users' neck strain. Female and junior trainees using AR-US identified anatomy and localized veins faster than those using S-US. Using AR-US, female trainees significantly outperformed males in anatomical identification [mean difference (MD): -10.79 s (95% CI: -2.37 to -19.21)]. The NASA-TLX cognitive load assessment showed mental workload trending lower in all dimensions except performance while using AR-US, compared to S-US. Similarly, junior trainees' effort- and frustration scores were lower [MD: -2.73 (95% CI: -5.04 to -0.41) and -2.41 (95% CI: -4.51 to -0.31), respectively], as were female trainees' effort scores [MD: -3.07 (95% CI: -6.10 to -0.03)] when using AR-US, compared to S-US, whereby these differences were statistically significant. CONCLUSIONS AR technology helped improve trainee performance and reduced cognitive load during ultrasound-guided CVC placement. These findings support the application of AR technology to enhance physician training in ultrasound-guided interventional procedures, suggesting that AR-HMDs could be a valuable tool in medical education. TRIAL REGISTRATION The trial was registered with Clinicaltrials.gov on 20/09/2023 as a clinical trial, under the identifier NCT06055400.
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Affiliation(s)
- Shu-Chen Liao
- Department of Emergency Medicine, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
- Chang Gung University College of Medicine, Taoyuan, Taiwan
- Department of Emergency Medicine, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Shih-Chieh Shao
- Department of Pharmacy, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
- School of Pharmacy, Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Taiwan, No.1, University Road, Tainan City 701, Tainan, Taiwan
- Population Health Data Center, National Cheng Kung University, Tainan, Taiwan
| | - Shi-Ying Gao
- Department of Emergency Medicine, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Edward Chia-Cheng Lai
- School of Pharmacy, Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Taiwan, No.1, University Road, Tainan City 701, Tainan, Taiwan.
- Population Health Data Center, National Cheng Kung University, Tainan, Taiwan.
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Wilson RD, Sansgiry SS, Sawant R, Johnson M, Sansgiry S, Essien EJ, Sansgiry SS. The role of implementing instructional design principles on learner experience with training in current good manufacturing practices (cGMP). CURRENTS IN PHARMACY TEACHING & LEARNING 2024; 16:102091. [PMID: 38641482 DOI: 10.1016/j.cptl.2024.04.007] [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: 06/30/2023] [Revised: 03/27/2024] [Accepted: 04/12/2024] [Indexed: 04/21/2024]
Abstract
INTRODUCTION The objective of the study was to assess if improvement of the learner experience could be achieved through the use of instructional design strategies in current Good Manufacturing Practices (cGMP) training. This is a novel application in a topic that is known to be boring but is critical to ensuring patient safety. METHODS An experimental randomized controlled repeated measures cross-over design was utilized in a sample of pharmacy students to determine the effect of an intervention training strategy (which utilized a mix of strategies including weeding, signaling, use of multimedia, and optimized space and type) on the learner experience (Evaluation, Overall Satisfaction, Perceived Knowledge, and Future Recommendation) compared with a control. RESULTS The sample of 52 pharmacy students that participated evaluated the intervention training strategy with higher scores than the control, with better overall satisfaction, perceived knowledge, and future recommendation scores than the control training strategy. Thus, an apparent effect which resulted from the use of instructional design strategies was seen for all learner experience variables (p < .01). CONCLUSION Improvement in the learner experience can be achieved by using instructional design strategies in cGMP training. This indicates that similar results could be obtained in other topics where such techniques have not yet been applied.
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Affiliation(s)
- Russell D Wilson
- Department of Pharmaceutical Health Outcomes and Policy, University of Houston School of Pharmacy, 4349 Martin Luther King Blvd., Houston, TX 77204, USA.
| | - Sujit S Sansgiry
- Department of Pharmaceutical Health Outcomes and Policy, University of Houston School of Pharmacy, 4349 Martin Luther King Blvd., Houston, TX 77204, USA.
| | - Ruta Sawant
- HEOR & Value Demonstration, Sage Therapeutics, 215 First Street, Cambridge, MA 02144, USA.
| | - Michael Johnson
- Department of Pharmaceutical Health Outcomes and Policy, University of Houston School of Pharmacy, 4349 Martin Luther King Blvd., Houston, TX 77204, USA.
| | - Shubhada Sansgiry
- Methodology and Analytics Core, Center for Innovations in Quality, Effectiveness and Safety (QuESt), Michael E. Debakey Veterans Affairs Medical Center, Section of Health Services Research, Department of Medicine, Baylor College of Medicine Investigator, South Central Mental Illness Research Education and Clinical Center (MIRECC), Houston, TX, USA.
| | - Ekere James Essien
- Department of Pharmaceutical Health Outcomes and Policy, University of Houston School of Pharmacy, 4349 Martin Luther King Blvd., Houston, TX 77204, USA.
| | - Sujit S Sansgiry
- Department of Pharmaceutical Health Outcomes and Policy, University of Houston School of Pharmacy, 4349 Martin Luther King Blvd., Houston, TX 77204, USA.
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Zhang S, Ji M, Cui W, Wei J, Ding S, Wu Y. Impact of delirium intervention on cognitive load among nurses in the intensive care unit: A multi-centre cluster randomized controlled trial. Int J Nurs Pract 2024; 30:e13200. [PMID: 37680110 DOI: 10.1111/ijn.13200] [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: 06/15/2023] [Revised: 08/02/2023] [Accepted: 08/21/2023] [Indexed: 09/09/2023]
Abstract
BACKGROUND High cognitive load in nurses is a common problem in the intensive care unit (ICU). However, it remains unclear what different types of cognitive load the ICU nurses have experienced during the implementation of delirium interventions. AIM To describe the characteristics and explore the effect of implementing a delirium intervention on the cognitive load of nurses working in the ICU. METHODS A cluster-randomized controlled clinical trial was conducted. Six ICUs were randomized in a 1:1 ratio, and eligible nurses from these units provided either a delirium bundle intervention in addition to usual care (27 nurses) or usual care alone. An instrument was used to measure different types of cognitive load (MDT-CL), assessing intrinsic, extraneous and germane cognitive load. The repeated measures analysis of variance was used to detect between-group differences. RESULTS Among these nurses, significant between-group differences were identified in terms of their overall (P < 0.001), intrinsic (P < 0.001) and extraneous (P < 0.001) cognitive load. There was no significant change observed in the germane cognitive load (P = 0.489) in the delirium intervention group. CONCLUSION It is important to understand how the implementation of a delirium intervention affects different types of cognitive load in nurses, in order that tailored strategies can be applied to reduce cognitive load in ICU nurses.
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Affiliation(s)
- Shan Zhang
- School of Nursing, Capital Medical University, Beijing, China
| | - Meihua Ji
- School of Nursing, Capital Medical University, Beijing, China
- Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China
| | - Wei Cui
- School of Nursing, Capital Medical University, Beijing, China
| | - Jun Wei
- Respiratory Intensive Care Unit, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Shu Ding
- Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Ying Wu
- School of Nursing, Capital Medical University, Beijing, China
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Toy S, Shafiei SB, Ozsoy S, Abernathy J, Bozdemir E, Rau KK, Schwengel DA. Neurocognitive Correlates of Clinical Decision Making: A Pilot Study Using Electroencephalography. Brain Sci 2023; 13:1661. [PMID: 38137109 PMCID: PMC10741622 DOI: 10.3390/brainsci13121661] [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: 10/26/2023] [Revised: 11/24/2023] [Accepted: 11/28/2023] [Indexed: 12/24/2023] Open
Abstract
The development of sound clinical reasoning, while essential for optimal patient care, can be quite an elusive process. Researchers typically rely on a self-report or observational measures to study decision making, but clinicians' reasoning processes may not be apparent to themselves or outside observers. This study explored electroencephalography (EEG) to examine neurocognitive correlates of clinical decision making during a simulated American Board of Anesthesiology-style standardized oral exam. Eight novice anesthesiology residents and eight fellows who had recently passed their board exams were included in the study. Measures included EEG recordings from each participant, demographic information, self-reported cognitive load, and observed performance. To examine neurocognitive correlates of clinical decision making, power spectral density (PSD) and functional connectivity between pairs of EEG channels were analyzed. Although both groups reported similar cognitive load (p = 0.840), fellows outperformed novices based on performance scores (p < 0.001). PSD showed no significant differences between the groups. Several coherence features showed significant differences between fellows and residents, mostly related to the channels within the frontal, between the frontal and parietal, and between the frontal and temporal areas. The functional connectivity patterns found in this study could provide some clues for future hypothesis-driven studies in examining the underlying cognitive processes that lead to better clinical reasoning.
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Affiliation(s)
- Serkan Toy
- Departments of Basic Science Education & Health Systems and Implementation Science, Virginia Tech Carilion School of Medicine, Roanoke, VA 24016, USA;
| | - Somayeh B. Shafiei
- Intelligent Cancer Care Laboratory, Department of Urology, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA;
| | | | - James Abernathy
- Department of Anesthesiology and Critical Care Medicine, The Johns Hopkins University, 1800 Orleans Street, Baltimore, MD 21287, USA;
| | - Eda Bozdemir
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA;
| | - Kristofer K. Rau
- Department of Basic Science Education, Virginia Tech Carilion School of Medicine, Roanoke, VA 24016, USA;
| | - Deborah A. Schwengel
- Department of Anesthesiology and Critical Care Medicine, The Johns Hopkins University, 1800 Orleans Street, Baltimore, MD 21287, USA;
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Lee JY, Donkers J, Jarodzka H, Sellenraad G, Faber TJE, van Merriënboer JJG. The Effects of Reflective Pauses on Performance in Simulation Training. Simul Healthc 2023:01266021-990000000-00066. [PMID: 37094368 DOI: 10.1097/sih.0000000000000729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2023]
Abstract
INTRODUCTION The reflective pause, taking a pause during performance to reflect, is an important practice in simulation-based learning. However, for novice learners, it is a highly complex self-regulatory skill that cannot stand alone without guidance. Using educational theories, we propose how to design cognitive and metacognitive aids to guide learners with the reflective pause and investigate its effects on performance in a simulation training environment. METHODS These effects are examined in four aspects of performance: cognitive load, primary performance, secondary performance, and encapsulation. Medical students ( N = 72) performed tasks in simulation training for emergency medicine, under 2 conditions: reflection condition ( n = 36) where reflection was prompted and guided, and control condition ( n = 36) without such reflection. RESULTS The effects of reflective pauses emerged for 2 aspects of performance: cognitive load decreased and secondary performance improved. However, primary performance and encapsulation did not show significant difference. CONCLUSIONS The results demonstrate that reflective pauses with cognitive and metacognitive aids implemented can enhance some aspects of performance. We suggest that to secure these effects, feedback during reflection and an adaptation period should be provided.
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Affiliation(s)
- Joy Y Lee
- From the Faculty of Governance and Global Affairs (J.Y.L.), Leiden University, The Hague; School of Health Professions Education (J.D., J.J.G.v.M.), Faculty of Health, Medicine, and Life Sciences, Maastricht University, Maastricht; Faculty of Education Sciences (H.J.), Open Universiteit, Heerlen; Faculty of Health, Medicine and Life Sciences (G.S.), Maastricht University, Maastricht; and Institute for Medical Education Research Rotterdam (T.J.E.F.), Erasmus University Medical Center, Rotterdam, the Netherlands
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Mauriz E, Caloca-Amber S, Vázquez-Casares AM. Using Task-Evoked Pupillary Response to Predict Clinical Performance during a Simulation Training. Healthcare (Basel) 2023; 11:healthcare11040455. [PMID: 36832990 PMCID: PMC9956315 DOI: 10.3390/healthcare11040455] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 02/01/2023] [Accepted: 02/02/2023] [Indexed: 02/09/2023] Open
Abstract
Training in healthcare skills can be affected by trainees' workload when completing a task. Due to cognitive processing demands being negatively correlated to clinical performance, assessing mental workload through objective measures is crucial. This study aimed to investigate task-evoked changes in pupil size as reliable markers of mental workload and clinical performance. A sample of 49 nursing students participated in a cardiac arrest simulation-based practice. Measurements of cognitive demands (NASA-Task Load Index), physiological parameters (blood pressure, oxygen saturation, and heart rate), and pupil responses (minimum, maximum, and difference diameters) throughout revealed statistically significant differences according to performance scores. The analysis of a multiple regression model produced a statistically significant pattern between pupil diameter differences and heart rate, systolic blood pressure, workload, and performance (R2 = 0.280; F (6, 41) = 2.660; p < 0.028; d = 2.042). Findings suggest that pupil variations are promising markers to complement physiological metrics for predicting mental workload and clinical performance in medical practice.
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Affiliation(s)
- Elba Mauriz
- Department of Nursing and Physiotherapy, Universidad de León, Campus de Vegazana, s/n, 24071 León, Spain
- Institute of Food Science and Technology (ICTAL), La Serna 58, 24007 León, Spain
- Correspondence: ; Tel.: +34-987-293094
| | - Sandra Caloca-Amber
- Department of Nursing and Physiotherapy, Universidad de León, Campus de Vegazana, s/n, 24071 León, Spain
| | - Ana M. Vázquez-Casares
- Department of Nursing and Physiotherapy, Universidad de León, Campus de Vegazana, s/n, 24071 León, Spain
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Toy S, Ozsoy S, Shafiei S, Antonenko P, Schwengel D. Using electroencephalography to explore neurocognitive correlates of procedural proficiency: A pilot study to compare experts and novices during simulated endotracheal intubation. Brain Cogn 2023; 165:105938. [PMID: 36527783 DOI: 10.1016/j.bandc.2022.105938] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 11/23/2022] [Accepted: 12/07/2022] [Indexed: 12/23/2022]
Abstract
The objective of this study was to explore the use of EEG as a measure of neurocognitive engagement during a procedural task. In this observational study, self-reported cognitive load, observed performance, and EEG signatures in experts and novices were compared during simulated endotracheal intubation. Twelve medical students (novices) and eight senior anesthesiology trainees (experts) were included in the study. Experts reported significantly lower cognitive load (P < 0.001) and outperformed novices based on the observational checklist (P < 0.001). EEG signatures differed significantly between the experts and novices. Experts showed a greater increase in delta and theta band amplitudes, especially in temporal and frontal locations and in right occipital areas for delta. A machine learning algorithm showed 83.3 % accuracy for expert-novice skill classification using the selected EEG features. Performance scores were positively correlated (P < 0.05) with event-related amplitudes for delta and theta bands at locations where experts and novices showed significant differences. Increased delta and frontal/midline theta oscillations on EEG suggested that experts had better attentional control than novices. This pilot study provides initial evidence that EEG may be a useful, noninvasive measure of neurocognitive engagement in operational settings and that it has the potential to complement traditional clinical skills assessment.
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Affiliation(s)
- Serkan Toy
- Department of Basic Science Education, Virginia Tech Carilion School of Medicine, Roanoke, VA, USA.
| | - Sahin Ozsoy
- NeuroField Inc, Santa Barbara, CA, USA; BioSoftPro, LLC, Kensington, MD 20895, USA.
| | - Somayeh Shafiei
- Urology Department of Roswell Park Comprehensive Cancer Center in Buffalo, NY, USA.
| | - Pavlo Antonenko
- Educational Technology, College of Education, University of Florida, Gainesville, FL, USA.
| | - Deborah Schwengel
- Department of Anesthesiology & Critical Care Medicine, The Johns Hopkins University School of Medicine, Baltimore, MD, USA.
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12
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Watt SA, Berger RC, Hirshfield LE, Yudkowsky R. Telemedicine in Anesthesiology: Using Simulation to Teach Remote Preoperative Assessment. THE JOURNAL OF EDUCATION IN PERIOPERATIVE MEDICINE : JEPM 2023; 25:E699. [PMID: 36960032 PMCID: PMC10029111 DOI: 10.46374/volxxv_issue1_watt] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
BACKGROUND The move toward telemedicine has markedly accelerated with the COVID-19 pandemic. Anesthesia residents must learn to provide preoperative assessments on a virtual platform. We created a pilot telemedicine curriculum for postgraduate year-2 (PGY2) anesthesiology. METHODS The curriculum included a virtual didactic session and a simulated virtual preoperative assessment with a standardized patient (SP). A faculty member and the SP provided feedback using a checklist based on the American Medical Association Telehealth Visit Etiquette Checklist and the American Board of Anesthesiology Applied Examination Objective Structured Clinical Examination content outline. Residents completed surveys assessing their perceptions of the effectiveness and helpfulness of the didactic session and simulated encounter, as well as the cognitive workload of the encounter. RESULTS A total of 12 PGY2 anesthesiology residents in their first month of clinical anesthesia residency training participated in this study. Whereas most (11/12) residents felt confident, very confident, or extremely confident in being able to conduct a telemedicine preoperative assessment after the didactic session, only 42% ensured adequate lighting and only 33% ensured patient privacy before conducting the visit. Postencounter survey comments indicated that the SP encounter was of greater value (more effective and helpful) than the didactic session. Residents perceived the encounter as demanding, but they felt successful in accomplishing it and did not feel rushed. Faculty and SP indicated that the checklist guided them in providing clear and useful formative feedback. CONCLUSIONS A virtual SP encounter can augment didactics to help residents learn and practice essential telemedicine skills for virtual preoperative assessments.
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Affiliation(s)
- Stacey A Watt
- The following authors are at the University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, NY: is Clinical Professor of Anesthesiology; is Associate Professor of Family Medicine
| | - Roseanne C Berger
- The following authors are at the University at Buffalo Jacobs School of Medicine and Biomedical Sciences, Buffalo, NY: is Clinical Professor of Anesthesiology; is Associate Professor of Family Medicine
| | - Laura E Hirshfield
- The following authors are at the The University of Illinois College of Medicine at Chicago: is Associate Professor of Medical Education; is Professor and Director of Graduate Studies Department of Medical Education
| | - Rachel Yudkowsky
- The following authors are at the The University of Illinois College of Medicine at Chicago: is Associate Professor of Medical Education; is Professor and Director of Graduate Studies Department of Medical Education
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13
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Wang Y, Bao W, Li H, Luo J. The disappearance of intuitive dominance? The effect of schema on intuitive processing. CURRENT PSYCHOLOGY 2022. [DOI: 10.1007/s12144-022-03779-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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14
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González La Rotta M, Mazzanti V, Serna Rivas L, Triana Schoonewolff CA. Cognitive load in academic clinical simulation activities. Cross-sectional study. COLOMBIAN JOURNAL OF ANESTHESIOLOGY 2022. [DOI: 10.5554/22562087.e1044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Introduction: Cognitive load determines working memory ability to store and retain information in long-term memory, thus conditioning learning.
Objective: To compare cognitive loads among different simulation activities, including anesthesia and surgery simulation workshops in medical students.
Methods: Cross-sectional analytical observational study. Two cognitive load measurement scales (Paas and NASA-TLX) were given to the students after each simulation workshop. Comparisons were made based on the scores derived from the scales.
Results: Relevant differences were found in terms of the mental effort assessed by means of the Paas scale, as relates to student rotation order in the airway management workshop, with a greater effort being found in the group that rotated initially in surgery (6.19 vs. 5.53; p = 0.029). The workshop with the highest associated rate of frustration was the airway management workshop. Higher scores were obtained for this workshop in all the items of the NASA-TLX scale, reflecting a higher cognitive load when compared to the others.
Conclusion: It was not possible to determine whether higher scores in some of the activities were associated with the inherent difficulty of airway management or the specific workshop design. Consequently, further studies are required to distinguish between those components in order to improve the way learning activities are designed.
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15
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Darici D, Missler M, Schober A, Masthoff M, Schnittler H, Schmitz M. "Fun slipping into the doctor's role"-The relationship between sonoanatomy teaching and professional identity formation before and during the Covid-19 pandemic. ANATOMICAL SCIENCES EDUCATION 2022; 15:447-463. [PMID: 35274467 DOI: 10.1002/ase.2178] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 03/04/2022] [Accepted: 03/07/2022] [Indexed: 06/14/2023]
Abstract
The various psychological dimensions of professional identity formation (PIF) are an important aspect of the study course for undergraduate medical students. Anatomical learning environments have been repeatedly shown to play a critical role in forming such an identity; however, relevance of PIF during sonoanatomical training remains underexplored. At the end of their basic anatomy studies, third-semester medical students took part in a four-day block course on anatomy and imaging. Anatomical content was revised in small groups using peer teaching and imaging methods, including one hour of hands-on sonoanatomy sessions each day. On-site sonoanatomy was identified as an excellent format to support students' transition from the pre-clinical to clinical phase as medical experts-to-be. Students enjoyed practical exercises and the clinical input, which increased their interest in the medical profession and their academic studies. This study further examined the effects of the transition into an online-only format, necessitated by the current Covid-19 pandemic. A comparison was made between the quantitative and qualitative evaluation data, and the written results of examinations of several on-site (n = 1096, mean age = 22.4 years ± 2.18), and online-only cohorts (n = 230, mean age = 22.6 years ± 2.21). The online-only transition led to a reduction of all PIF-related variables measured, losing identity-related variables, increasing students' stress levels, and reducing their long-term academic performance. Together, this study demonstrates presence of PIF in undergraduate sonoanatomy teaching, and cautions against the uncritical online-only substitution of hands-on learning environments.
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Affiliation(s)
- Dogus Darici
- Institute of Anatomy and Molecular Neurobiology, Westfälische Wilhelms-University, Münster, Germany
| | - Markus Missler
- Institute of Anatomy and Molecular Neurobiology, Westfälische Wilhelms-University, Münster, Germany
| | - Anna Schober
- Institute of Anatomy and Molecular Neurobiology, Westfälische Wilhelms-University, Münster, Germany
| | - Max Masthoff
- Institute of Clinical Radiology, University Hospital Münster, Münster, Germany
| | - Hans Schnittler
- Institute of Anatomy and Vascular Biology, Westfälische Wilhelms-University, Münster, Germany
| | - Martina Schmitz
- Institute of Anatomy and Vascular Biology, Westfälische Wilhelms-University, Münster, Germany
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16
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Hurd KD, Vlasschaert ME, Hawkins TLA, Haws J, Kupis JN, Ma IW. Effectiveness of simulation-based training for obstetric internal medicine: Impact of cognitive load and emotions on knowledge acquisition and retention. Obstet Med 2021; 14:242-247. [PMID: 34880938 PMCID: PMC8646217 DOI: 10.1177/1753495x211011915] [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: 11/25/2020] [Revised: 01/28/2021] [Accepted: 03/27/2021] [Indexed: 11/24/2022] Open
Abstract
Background Simulation-based training’s impact on learning outcomes may be related to cognitive load or emotions during training. We evaluated the association of validated measures of cognitive load and emotion with learning outcomes in simulation-based obstetric internal medicine cases. Methods All internal medicine learners (n = 15) who completed the knowledge test pre-training, post-training (knowledge acquisition), and at 3–6 months (knowledge retention) for all three simulation cases were included. Results Mean knowledge scores differed over time in all three cases (p < 0.0001 for all). Knowledge retention scores were significantly higher only for cases 1 and 3. Cognitive load associated with frustration was positively associated with knowledge acquisition for case 2 (beta = 5.18, P = 0.007), while excitement was negatively associated with knowledge retention in case 1 (beta = –33.07, p = 0.04). Conclusion Simulation-based education for obstetric internal medicine can be effective in select cases. Attention to cognitive load and emotion may optimize learning outcomes.
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Affiliation(s)
- Kelle D Hurd
- Division of General Internal Medicine, Department of Medicine, University of Calgary, Calgary, Canada
| | - Meghan Eo Vlasschaert
- Division of General Internal Medicine, Department of Medicine, University of Calgary, Calgary, Canada.,Department of Obstetrics and Gynaecology, University of Calgary, Calgary, Canada
| | - T Lee Ann Hawkins
- Division of General Internal Medicine, Department of Medicine, University of Calgary, Calgary, Canada.,Department of Obstetrics and Gynaecology, University of Calgary, Calgary, Canada
| | - Jolene Haws
- Division of General Internal Medicine, Department of Medicine, University of Calgary, Calgary, Canada
| | | | - Irene Wy Ma
- Division of General Internal Medicine, Department of Medicine, University of Calgary, Calgary, Canada.,W21C, University of Calgary, Calgary, Canada.,Department of Community Health Sciences, University of Calgary, Calgary, Canada
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17
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Fredericks S, ElSayed M, Hammad M, Abumiddain O, Istwani L, Rabeea A, Rashid-Doubell F, Bella AM. Anxiety is associated with extraneous cognitive load during teaching using high-fidelity clinical simulation. MEDICAL EDUCATION ONLINE 2021; 26:1994691. [PMID: 34710001 PMCID: PMC8555543 DOI: 10.1080/10872981.2021.1994691] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/27/2021] [Revised: 08/01/2021] [Accepted: 10/13/2021] [Indexed: 06/13/2023]
Abstract
High-fidelity clinical simulation is currently a well-established teaching tool. However, high-fidelity representations of patients in critical conditions have the potential to elicit emotions among learners and impact their cognitive load (CL). Teaching with clinical simulation may induce both emotional and cognitive overloads. The relationship between anxiety and CL during clinical simulation was studied. Forty-one undergraduate medical students participated in this study; 19 males and 22 females. The state-anxiety component of State-Trait Anxiety Inventory was administered during clinical simulation teaching sessions at time points: pre-scenario, post-scenario and post-debriefing. The Cognitive Load Scale (Leppink et al.) questionnaire was also completed post-scenario. This assessed the three components of CL: intrinsic cognitive load (ICL), extraneous cognitive load (ECL) and self-perceived learning (SPL). Median CL scores for ICL, ECL and SPL were compared between groups of low-anxiety and high-anxiety participants using a Mann-Whitney U test. State-anxiety scores were high for both the pre-scenario and post-scenario time points with a significant reduction following post-debriefing. The median (interquartile range) state-anxiety scores were 41.0 (33.0-50.0), 46.0 (33.0-52.0) and 31.0 (23.0-39.0) for the pre-scenario, post-scenario and post-debriefing time points respectively. Students with high state-anxiety had higher ECL scores (median = 2.0) than students with low state-anxiety (median = 0.9) at the post scenario time point (U = 220, p = 0.043). No statistical relation was seen with state-anxiety for either ICL or SPL. State-anxiety immediately after the simulation scenario is associated with ECL but not ICL or SPL.
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Affiliation(s)
- Salim Fredericks
- Rsci (Bahrain). School of Medicine, Royal College of Surgeons in Ireland, Medical University of Bahrain, Adliya, Bahrain
| | - Mostafa ElSayed
- Rsci (Bahrain). School of Medicine, Royal College of Surgeons in Ireland, Medical University of Bahrain, Adliya, Bahrain
| | - Mustafa Hammad
- Rsci (Bahrain). School of Medicine, Royal College of Surgeons in Ireland, Medical University of Bahrain, Adliya, Bahrain
| | - Omneya Abumiddain
- Rsci (Bahrain). School of Medicine, Royal College of Surgeons in Ireland, Medical University of Bahrain, Adliya, Bahrain
| | - Leila Istwani
- Rsci (Bahrain). School of Medicine, Royal College of Surgeons in Ireland, Medical University of Bahrain, Adliya, Bahrain
| | - Abdulla Rabeea
- Rsci (Bahrain). School of Medicine, Royal College of Surgeons in Ireland, Medical University of Bahrain, Adliya, Bahrain
| | - Fiza Rashid-Doubell
- Rsci (Bahrain). School of Medicine, Royal College of Surgeons in Ireland, Medical University of Bahrain, Adliya, Bahrain
| | - Abdelhaleem M.E. Bella
- Rsci (Bahrain). School of Medicine, Royal College of Surgeons in Ireland, Medical University of Bahrain, Adliya, Bahrain
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18
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Matthew J, Skelton E, Day TG, Zimmer VA, Gomez A, Wheeler G, Toussaint N, Liu T, Budd S, Lloyd K, Wright R, Deng S, Ghavami N, Sinclair M, Meng Q, Kainz B, Schnabel JA, Rueckert D, Razavi R, Simpson J, Hajnal J. Exploring a new paradigm for the fetal anomaly ultrasound scan: Artificial intelligence in real time. Prenat Diagn 2021; 42:49-59. [PMID: 34648206 DOI: 10.1002/pd.6059] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 09/20/2021] [Accepted: 10/07/2021] [Indexed: 12/12/2022]
Abstract
OBJECTIVE Advances in artificial intelligence (AI) have demonstrated potential to improve medical diagnosis. We piloted the end-to-end automation of the mid-trimester screening ultrasound scan using AI-enabled tools. METHODS A prospective method comparison study was conducted. Participants had both standard and AI-assisted US scans performed. The AI tools automated image acquisition, biometric measurement, and report production. A feedback survey captured the sonographers' perceptions of scanning. RESULTS Twenty-three subjects were studied. The average time saving per scan was 7.62 min (34.7%) with the AI-assisted method (p < 0.0001). There was no difference in reporting time. There were no clinically significant differences in biometric measurements between the two methods. The AI tools saved a satisfactory view in 93% of the cases (four core views only), and 73% for the full 13 views, compared to 98% for both using the manual scan. Survey responses suggest that the AI tools helped sonographers to concentrate on image interpretation by removing disruptive tasks. CONCLUSION Separating freehand scanning from image capture and measurement resulted in a faster scan and altered workflow. Removing repetitive tasks may allow more attention to be directed identifying fetal malformation. Further work is required to improve the image plane detection algorithm for use in real time.
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Affiliation(s)
- Jacqueline Matthew
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK.,Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Emily Skelton
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK.,Guy's and St Thomas' NHS Foundation Trust, London, UK.,School of Health Sciences, City University of London, London, UK
| | - Thomas G Day
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK.,Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Veronika A Zimmer
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Alberto Gomez
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Gavin Wheeler
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Nicolas Toussaint
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Tianrui Liu
- Department of Computing, Imperial College London, London, UK
| | - Samuel Budd
- Department of Computing, Imperial College London, London, UK
| | - Karen Lloyd
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Robert Wright
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Shujie Deng
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Nooshin Ghavami
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Matthew Sinclair
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Qingjie Meng
- Department of Computing, Imperial College London, London, UK
| | - Bernhard Kainz
- Department of Computing, Imperial College London, London, UK
| | - Julia A Schnabel
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Daniel Rueckert
- Department of Computing, Imperial College London, London, UK.,School of Informatics and Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany
| | - Reza Razavi
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK.,Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - John Simpson
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK.,Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Jo Hajnal
- School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
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19
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Assessing task understanding in remote ultrasound diagnosis via gesture analysis. Pattern Anal Appl 2021. [DOI: 10.1007/s10044-021-01027-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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20
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Ayres P, Lee JY, Paas F, van Merriënboer JJG. The Validity of Physiological Measures to Identify Differences in Intrinsic Cognitive Load. Front Psychol 2021; 12:702538. [PMID: 34566780 PMCID: PMC8461231 DOI: 10.3389/fpsyg.2021.702538] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 08/13/2021] [Indexed: 11/13/2022] Open
Abstract
A sample of 33 experiments was extracted from the Web-of-Science database over a 5-year period (2016-2020) that used physiological measures to measure intrinsic cognitive load. Only studies that required participants to solve tasks of varying complexities using a within-subjects design were included. The sample identified a number of different physiological measures obtained by recording signals from four main body categories (heart and lungs, eyes, skin, and brain), as well as subjective measures. The overall validity of the measures was assessed by examining construct validity and sensitivity. It was found that the vast majority of physiological measures had some level of validity, but varied considerably in sensitivity to detect subtle changes in intrinsic cognitive load. Validity was also influenced by the type of task. Eye-measures were found to be the most sensitive followed by the heart and lungs, skin, and brain. However, subjective measures had the highest levels of validity. It is concluded that a combination of physiological and subjective measures is most effective in detecting changes in intrinsic cognitive load.
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Affiliation(s)
- Paul Ayres
- School of Education, University of New South Wales, Sydney, NSW, Australia
| | - Joy Yeonjoo Lee
- School of Health Professions Education, Maastricht University, Maastricht, Netherlands
| | - Fred Paas
- Department of Psychology, Education and Child Studies, Erasmus University, Rotterdam, Netherlands
- School of Education/Early Start, University of Wollongong, Wollongong, NSW, Australia
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Effect of Psychophysiological Stress and Socio-Emotional Competencies on the Clinical Performance of Nursing Students during a Simulation Practice. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18105448. [PMID: 34069709 PMCID: PMC8160605 DOI: 10.3390/ijerph18105448] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 05/18/2021] [Accepted: 05/18/2021] [Indexed: 02/06/2023]
Abstract
Psychophysiological stress can affect the cognitive response and effective learning of students during medical simulation practices. This study aimed to explore the effect of psychophysiological stress and socio-emotional competencies on clinical performance during a simulation experience. A pre-test/post-test design was used to assess physiological (blood pressure, heart rate and blood oxygen saturation) and psychological parameters (stress and anxiety) as well as socio-emotional skills (cognitive load, self-efficacy and motivation) in nursing students (n = 40) before and after the simulation of a cardiopulmonary resuscitation practice. Physiological responses showed statistically significant differences between pre-test and post-test conditions for blood pressure and heart rate (p < 0.0001). Moderate and significant correlations were also observed when comparing self-efficacy with stress (r = −0.445, p = 0.004), anxiety (r = −0.467, p = 0.002) and motivation (r = −0.406, p = 0.009) measures. Similarly, cognitive-load dimensions were significantly associated with either physiological (r = −0.335, p = 0.034) or psychological (r = −0.448, p = 0.004) indicators. The analysis of multiple regression models revealed a relationship between the effectiveness of the simulated experience, post-test blood oxygen saturation, heart rate, workload and self-efficacy (R2 = 0.490; F (3, 39) = 8.305; p < 0.0001; d = 1.663). Therefore, the evaluation of psychophysiological parameters and socio-emotional skills seems to provide a promising framework for predicting the quality of simulated clinical practices.
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22
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Simulation as a Training Method for Electricity Workers' Safety. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18041591. [PMID: 33567558 PMCID: PMC7915987 DOI: 10.3390/ijerph18041591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 01/31/2021] [Accepted: 02/04/2021] [Indexed: 11/25/2022]
Abstract
Background: Simulation is a useful method to improve learning and increase the safety of work operations, both for technical and non-technical skills. However, the observation, assessment, and feedback about these skills is particularly complex, because the process needs expert observers, and the feedback could be judgmental and ineffective. Therefore, a structured process to develop effective simulation scenarios and tools for the observation and feedback about performance is crucial. To this aim, in the present research, we developed a training model for electricity distribution workers, based on high fidelity simulation. Methods: We designed simulation scenarios based on real cases, developed, and tested a set of observation and rating forms for the non-technical skills behavioral markers, and we tracked behaviors based on non-verbal cues (physiological and head orientation parameters). Results: The training methodology proved to be highly appreciated by the participants and effective in fostering reflexivity. An in-depth analysis of physiological indexes and behaviors compliant to safety procedures revealed that breath rate and heart rate patterns commonly related with mindful and relaxed states were correlated with compliant behaviors, and patterns typical of stress and anxiety were correlated with non-compliant behaviors. Conclusions: a new training method based on high fidelity simulation, addressing both technical and non-technical skills is now available for fostering self-reflection and safety for electricity distribution workers. Future research should assess the long-term effectiveness of high-fidelity simulation for electricity workers, and should investigate non-invasive and real-time methods for tracking physiological parameters.
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Evaluation of 3 Cognitive Load Measures During Repeated Simulation Exercises for Novice Anesthesiology Residents. Simul Healthc 2020; 15:388-396. [PMID: 33269900 DOI: 10.1097/sih.0000000000000458] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
INTRODUCTION Maintaining an appropriate level of cognitive load during simulations is crucial to optimize learning. We evaluated 3 subjective measures of cognitive load in a simulated operating room (OR) context across multiple scenarios of varying complexity. METHODS This observational study of 25 first-year anesthesiology residents took place during a 5-day simulation "Boot Camp." Each day, participants completed 2 different high-fidelity scenarios in a fully equipped simulated OR. After each simulation, participants completed 3 cognitive load measures: the Paas scale, NASA Task Load Index (TLX), and Cognitive Load Component (CLC) questionnaire. Two-way repeated-measures and mixed-design analyses of variance, with the cognitive load measures and scenarios as independent factors, were used to determine the effect of using different measures to report cognitive load. RESULTS Cognitive load scores reported by all measures correlated significantly with one another (P < 0.01): TLX and Paas (r = 0.65); Paas and CLC (r = 0.63); and TLX and CLC (r = 0.61). The CLC subscale scores (intrinsic, extraneous, germane) also correlated significantly with composite TLX and Paas scores (P < 0.01). Scenarios and measures displayed significant interaction: F(10, 210) = 3.01, P = 0.001. Participants reported highest overall cognitive load using the Paas scale. CONCLUSIONS All cognitive load measures were sensitive to scenario variability and showed similar fluctuation patterns across the 10 scenarios. The findings suggest that cognitive load measures can help create benchmarks based on learner perceptions of cognitive burden for different simulation scenarios.
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Mazur LM, Adams R, Mosaly PR, Stiegler MP, Nuamah J, Adapa K, Chera B, Marks LB. Impact of Simulation-Based Training on Radiation Therapists' Workload, Situation Awareness, and Performance. Adv Radiat Oncol 2020; 5:1106-1114. [PMID: 33305071 PMCID: PMC7718555 DOI: 10.1016/j.adro.2020.09.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 06/29/2020] [Accepted: 09/22/2020] [Indexed: 11/29/2022] Open
Abstract
Purpose This study aimed to assess the impact of simulation-based training intervention on radiation therapy therapist (RTT) mental workload, situation awareness, and performance during routine quality assurance (QA) and treatment delivery tasks. Methods and Materials As part of a prospective institutional review board-approved study, 32 RTTs completed routine QA and treatment delivery tasks on clinical scenarios in a simulation laboratory. Participants, randomized to receive (n = 16) versus not receive (n = 16) simulation-based training had pre- and postintervention assessments of mental workload, situation awareness, and performance. We used linear regression models to compare the postassessment scores between the study groups while controlling for baseline scores. Mental workload was quantified subjectively using the NASA Task Load Index. Situation awareness was quantified subjectively using the situation awareness rating technique and objectively using the situation awareness global assessment technique. Performance was quantified based on procedural compliance (adherence to preset/standard QA timeout tasks) and error detection (detection and correction of embedded treatment planning errors). Results Simulation-based training intervention was associated with significant improvements in overall performance (P < .01), but had no significant impact on mental workload or subjective/objective quantifications of situation awareness. Conclusions Simulation-based training might be an effective tool to improve RTT performance of QA-related tasks.
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Affiliation(s)
- Lukasz M Mazur
- Department of Radiation Oncology, University of North Carolina, Chapel Hill, North Carolina.,School of Information and Library Sciences, University of North Carolina at Chapel Hill, North Carolina.,Carolina Health Informatics Program, University of North Carolina at Chapel Hill, North Carolina
| | - Robert Adams
- Department of Radiation Oncology, University of North Carolina, Chapel Hill, North Carolina
| | - Prithima R Mosaly
- Department of Radiation Oncology, University of North Carolina, Chapel Hill, North Carolina.,School of Information and Library Sciences, University of North Carolina at Chapel Hill, North Carolina.,Carolina Health Informatics Program, University of North Carolina at Chapel Hill, North Carolina
| | | | - Joseph Nuamah
- Department of Radiation Oncology, University of North Carolina, Chapel Hill, North Carolina
| | - Karthik Adapa
- Department of Radiation Oncology, University of North Carolina, Chapel Hill, North Carolina.,Carolina Health Informatics Program, University of North Carolina at Chapel Hill, North Carolina
| | - Bhishamjit Chera
- Department of Radiation Oncology, University of North Carolina, Chapel Hill, North Carolina
| | - Lawrence B Marks
- Department of Radiation Oncology, University of North Carolina, Chapel Hill, North Carolina
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Lee JY, Donkers J, Jarodzka H, Sellenraad G, van Merriënboer JJ. Different effects of pausing on cognitive load in a medical simulation game. COMPUTERS IN HUMAN BEHAVIOR 2020. [DOI: 10.1016/j.chb.2020.106385] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Mazur LM, Adams R, Mosaly PR, Nuamah J, Adapa K, Marks LB. Effect of Simulation-Based Training and Neurofeedback Interventions on Radiation Technologists' Workload, Situation Awareness, and Performance. Pract Radiat Oncol 2020; 11:e124-e133. [PMID: 32853755 DOI: 10.1016/j.prro.2020.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 08/17/2020] [Accepted: 08/19/2020] [Indexed: 10/23/2022]
Abstract
PURPOSE Our purpose was to assess the effect of a combined intervention - simulation-based training supported by neurofeedback sessions - on radiation technologists' (RTs') workload, situation awareness, and performance during routine quality assurance and treatment delivery tasks. METHODS AND MATERIALS As part of a prospective institutional review board approved study, 32 RTs previously randomized to receive versus not receive simulation-based training focused on patient safety were again randomized to receive versus not receive a 3-week neurofeedback intervention (8 sessions of alpha-theta protocol) focused on stress reduction as well as conscious precision, strong focus, and ability to solve arising problems. Perceived workload was quantified using the NASA Task Load Index. Situation awareness was quantified using the situation awareness rating technique. Performance score was calculated using procedural compliance with time-out components and error detection. RESULTS RTs randomized to simulation-based training followed by neurofeedback sessions demonstrated no significant changes in perceived workload or situation awareness scores, but did have better performance compared with other study groups (P < .01). CONCLUSIONS This finding is encouraging and provides basis for using neurofeedback as means to possibly augment performance improvements gained during simulation-based training.
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Affiliation(s)
- Lukasz M Mazur
- Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; School of Information and Library Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Carolina Health Informatics Program, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
| | - Robert Adams
- Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Prithima R Mosaly
- Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; School of Information and Library Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Carolina Health Informatics Program, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Joseph Nuamah
- Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Karthik Adapa
- Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Carolina Health Informatics Program, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Lawrence B Marks
- Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
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Yao Y, Wei W, Hu Y, Zhang Y, Chen M. Translation and psychometric validation of the Chinese version of the Emotional Labour Scale for nurses. J Nurs Manag 2020; 28:948-958. [DOI: 10.1111/jonm.13029] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Revised: 03/26/2020] [Accepted: 04/05/2020] [Indexed: 11/29/2022]
Affiliation(s)
- Ying Yao
- School of Nursing and Health Zhengzhou University Zhengzhou China
| | - Wanhong Wei
- School of Nursing and Health Zhengzhou University Zhengzhou China
| | - Yanli Hu
- School of Nursing and Health Zhengzhou University Zhengzhou China
| | - Yanhui Zhang
- School of Nursing and Health Zhengzhou University Zhengzhou China
| | - Miaomiao Chen
- College of Public Health Zhengzhou University Zhengzhou China
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Zhang S, Wu Y, Fu Z, Lu Y, Wang Q, Mingxuan L. Psychometric properties of the Chinese version of the instrument for measuring different types of cognitive load (MDT‐CL). J Nurs Manag 2020; 28:277-285. [PMID: 31789434 PMCID: PMC7161924 DOI: 10.1111/jonm.12919] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Revised: 11/04/2019] [Accepted: 11/29/2019] [Indexed: 11/28/2022]
Abstract
Aim Background Methods Results Conclusions Implications for nursing management
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Affiliation(s)
- Shan Zhang
- School of Nursing Capital Medical University Beijing China
| | - Ying Wu
- School of Nursing Capital Medical University Beijing China
| | - Ziyuan Fu
- School of Nursing Capital Medical University Beijing China
| | - Yating Lu
- School of Nursing Capital Medical University Beijing China
| | - Qingyu Wang
- School of Nursing Capital Medical University Beijing China
| | - Liu Mingxuan
- School of Nursing Capital Medical University Beijing China
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Rölfing JD, Nørskov JK, Paltved C, Konge L, Andersen SAW. Failure affects subjective estimates of cognitive load through a negative carry-over effect in virtual reality simulation of hip fracture surgery. Adv Simul (Lond) 2019; 4:26. [PMID: 31832243 PMCID: PMC6868822 DOI: 10.1186/s41077-019-0114-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2019] [Accepted: 09/20/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Cognitive overload can impair learning, and different factors might affect cognitive load during simulation-based training. In this study, we investigate the role of failure in repeated practice of virtual reality (VR) simulation of hip fracture surgery on cognitive load (CL) estimated by secondary-task reaction time test and two questionnaires. METHODS The VR simulation training program consisted of three competency levels of increasing complexity starting with the placement of a Kirschner wire in a fractured hip of one patient, adding clinical variability at the intermediate level, and performing the entire dynamic hip screw procedure in 24 different patients at the highest level. Thirteen consecutive passed simulations were required to advance to the next level. Performance was measured as passing/failing a procedure and the number of failed procedures within the latest three and five simulations. CL was measured objectively using reaction time testing during simulation and subjectively using the NASA-TLX and PAAS questionnaires. The study was carried out at a simulation center from November 2016 to March 2019. Forty-two first-year orthopedic surgery residents from the Central Denmark Region and the North Denmark Region participated in the training program. RESULTS A failing performance in the simulated procedure was associated with a higher CL than passing a procedure. The subjective CL estimates were affected by the number of failures during last three and five procedures with a higher number of failures being associated with a higher CL. In contrast, relative reaction time estimates of CL were not affected by previous failures. CONCLUSIONS Questionnaires for estimation of CL seem to be affected by participant frustration after failure-a meta-cognitive "carry-over" effect. This could be a general limitation of the subjective questionnaire approach to estimate CL. Reducing CL through instructional design and handling of participant frustration might improve the learning outcome of simulation training programs.
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Affiliation(s)
- Jan Duedal Rölfing
- Corporate HR, MidtSim, Palle Juul-Jensens Boulevard 82, 8200 Aarhus, Central Denmark Region Denmark
- Department of Orthopedics, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Jeppe Kempf Nørskov
- Corporate HR, MidtSim, Palle Juul-Jensens Boulevard 82, 8200 Aarhus, Central Denmark Region Denmark
| | - Charlotte Paltved
- Corporate HR, MidtSim, Palle Juul-Jensens Boulevard 82, 8200 Aarhus, Central Denmark Region Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Lars Konge
- Center for HR, Copenhagen Academy for Medical Education and Simulation (CAMES), Copenhagen, Denmark
| | - Steven Arild Wuyts Andersen
- Center for HR, Copenhagen Academy for Medical Education and Simulation (CAMES), Copenhagen, Denmark
- Department of Otorhinolaryngology - Head & Neck Surgery, Rigshospitalet, Copenhagen, Denmark
- Department of Otolaryngology, Nationwide Children’s Hospital, The Ohio State University, Columbus, OH USA
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Lewis MM. Cognitive Load, Anxiety, and Performance During a Simulated Subarachnoid Block. Clin Simul Nurs 2019. [DOI: 10.1016/j.ecns.2019.07.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Comparing cognitive load levels among family members of the critically ill exposed to electronic decision aids. Appl Nurs Res 2019; 50:151192. [PMID: 31519496 DOI: 10.1016/j.apnr.2019.151192] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Revised: 08/19/2019] [Accepted: 09/02/2019] [Indexed: 11/20/2022]
Abstract
Cognitive load predicts one's ability to process information and learn from decision support interventions. The present study compared intrinsic and extraneous cognitive load levels resulting from exposure to two different electronic decision aids. A convenience sample of ninety-seven surrogate decision makers for critically ill patients were randomly assigned to receive either a single dose of a video-based or avatar-based decision aid. Intrinsic and extraneous cognitive load levels among recipients of the video-based decision support resource were lower than recipients of the avatar-based decision support resource. After controlling for age, the observed differences in intrinsic cognitive load were not significantly different, whereas the observed differences in extraneous cognitive load remained. Extraneous cognitive load is a modifiable factor to consider for future developers of decision support interventions that may determine the efficacy of efforts to support patients and family members with decision making.
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Leppink J, Pérez-Fuster P. Mental Effort, Workload, Time on Task, and Certainty: Beyond Linear Models. EDUCATIONAL PSYCHOLOGY REVIEW 2019. [DOI: 10.1007/s10648-018-09460-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Hackett M, Proctor M. The effect of autostereoscopic holograms on anatomical knowledge: a randomised trial. MEDICAL EDUCATION 2018; 52:1147-1155. [PMID: 30345673 DOI: 10.1111/medu.13729] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Revised: 05/16/2018] [Accepted: 08/01/2018] [Indexed: 05/16/2023]
Abstract
CONTEXT Three-dimensional (3-D) visualisation in anatomical education has been shown to be broadly beneficial for students. However, there is limited research on the relative efficacy of 3-D modalities. This study compares knowledge performance, mental effort and instructional efficiency between autostereoscopic 3-D visualisation (holograms), monoscopic 3-D visualisation (3-DPDFs) and a control (2-D printed images). METHODS A cardiac anatomy model was used to generate holograms, 3-DPDFs and 2-D printed images. Nursing student participants (n = 179) were randomised into three groups: holograms (n = 60), 3-DPDFs (n = 60) and printed images (n = 59). Participants completed a pre-test followed by a self-study period using the anatomical visualisation. Afterwards, participants completed the NASA-Task Load Index (NASA-TLX) cognitive load instrument and a knowledge post-test. RESULTS Post-test results showed participants studying with holograms (median = 80.0, interquartile range [IQR] = 66.7-86.7) performed significantly better regarding cardiac anatomy knowledge than participants using 3-DPDF (median = 66.7, IQR = 53.3-80.0, p = 0.008) or printed images (median = 66.7, IQR = 53.3-80.0, p = 0.007). Mental effort scores, on a scale from 1 to 20, showed hologram (mean = 4.9, standard deviation [SD] = 3.56) and 3-DPDF participants (mean = 4.9, SD = 3.79) reported significantly lower cognitive load than printed images (mean = 7.5, SD = 4.9, p < 0.005). Instructional efficiency (E) of holograms (E = 0.35) was significantly higher than printed images (E = -0.36, p < 0.001), although not significantly higher than 3-DPDF (E = 0.03, p = 0.097). CONCLUSIONS Participants using holograms demonstrated significant knowledge improvement over printed images and monoscopic 3-DPDF models, suggesting additional depth cues from holographic visualisation provide benefit in understanding spatial anatomy. Mental effort scores and instructional efficiency of holograms indicate holograms are a cognitively efficient instructional medium. These findings highlight the need for further study of novel 3-D technologies and learning performance.
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Affiliation(s)
- Matthew Hackett
- Modeling and Simulation Department, University of Central Florida, Orlando, Florida, USA
| | - Michael Proctor
- Modeling and Simulation Department, University of Central Florida, Orlando, Florida, USA
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Affiliation(s)
- John Sweller
- School of Education, University of New South Wales, Sydney, Australia.
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