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5,646 Results Found

  • Review
  • Open Access
6 Citations
4,290 Views
16 Pages

In this paper, we critically evaluate the quality of epidemiological evidence on hip osteoarthritis and workload published so far. The influence of study quality on risk estimations was analyzed in sensitivity meta-analyses and meta-regression analys...

(This article belongs to the Special Issue Occupational Epidemiology)
  • Review
  • Open Access
8 Citations
3,627 Views
14 Pages

In this review, we critically evaluated the evidence of exposure–response relationships between occupational workload and the risk of hip osteoarthritis. The existing evidence was evaluated in order for us to extrapolate possible doubling risk...

  • Article
  • Open Access
1 Citations
4,062 Views
10 Pages

Cross-Cultural Adaptation and Validation of a Surgical Neonatal Nursing Workload Tool for an Italian Context: The Italian Winnipeg Surgical Complex Assessment of Neonatal Nursing Needs Tool

  • Emanuele Buccione,
  • Floriana Pinto,
  • Alessio Lo Cascio,
  • Viola Palumbo and ,
  • Kerry Hart,
  • Allison Marchuk,
  • Jessica-Lynn Walsh,
  • Alexandra Howlett,
  • The Italian Neonatal Nursing Workload Study Group and
  • Stefano Bambi
  • + 7 authors+ 2 authors

10 January 2025

Background: Complexity of care, adequate staffing levels, and workflow are key factors affecting nurses’ workloads. There remain notable gaps in the current evidence regarding clinical complexity classification and related staffing adjustment,...

  • Article
  • Open Access
7 Citations
5,414 Views
25 Pages

30 July 2024

This research paper investigates the temporal and mental workload as well as work satisfaction regarding bureaucratic, administrative household labor, with a focus on socio-demographic differences. The study utilizes a paid online survey with 617 soc...

(This article belongs to the Section Work, Employment and the Labor Market)
  • Article
  • Open Access
107 Views
16 Pages

29 October 2026

Background: Cognitive workload classification from electroencephalography is affected by interindividual variability in EEG signals and subjective workload responses. We propose participant-specific adaptive label smoothing, in which the change in pe...

(This article belongs to the Special Issue Diagnosis, Prediction, and Treatment of Neuropsychological Diseases: Application of EEG-Based Technology)
  • Article
  • Open Access
1,800 Views
17 Pages

5 March 2025

The queuing model with autocorrelated service times is studied with respect to workload, i.e., the time needed to serve all the customers in the queue. Specifically, new formulas for the probability density of workload, its tail, the average value, a...

(This article belongs to the Section Information Theory, Probability and Statistics)
  • Article
  • Open Access
11 Citations
4,007 Views
28 Pages

WorkloadGPT: A Large Language Model Approach to Real-Time Detection of Pilot Workload

  • Yijing Gao,
  • Lishengsa Yue,
  • Jiahang Sun,
  • Xiaonian Shan and ,
  • Yihan Liu and
  • Xuerui Wu
  • + 1 author+ 0 author

13 September 2024

The occurrence of flight risks and accidents is closely related to pilot workload. Effective detection of pilot workload has been a key research area in the aviation industry. However, traditional methods for detecting pilot workload have several sho...

(This article belongs to the Special Issue Advances in Large Language Models: Techniques, Applications and Challenges)
  • Article
  • Open Access
51 Citations
12,977 Views
14 Pages

27 March 2023

Utilizing the job demand-resource theoretical framework, this study expands on previous research by examining the role of teacher workloads in the relationship between teachers’ resources and teacher well-being. The study used data from Taiwane...

(This article belongs to the Special Issue Understanding Teachers’ Emotions and Well-being for Sustainable School Development)
  • Article
  • Open Access
603 Views
19 Pages

Full-duplex (FD) technology holds great promise for enhancing the spectral efficiency of Mobile Ad Hoc Networks (MANETs) and Wireless Sensor Networks (WSNs). However, the practical performance gain of FD over Half-Duplex (HD) is highly sensitive to t...

(This article belongs to the Special Issue Technology of Mobile Ad Hoc Networks)
  • Article
  • Open Access
13 Citations
3,830 Views
15 Pages

19 April 2021

This paper considers the problem of assigning nonpreemptive jobs on identical parallel machines to optimize workload balancing criteria. Since workload balancing is an important practical issue for services and production systems to ensure an efficie...

(This article belongs to the Special Issue Planning and Scheduling Optimization)
  • Article
  • Open Access
1,730 Views
18 Pages

Scientometric Analysis of Research Work on Mental Workload

  • Carol Toro-Huerta,
  • Luis Araya-Castillo and
  • Joan Boada-Grau

18 November 2025

Background: Modern work environments characterized by high cognitive demand can generate significant mental workload. Studying this phenomenon helps us to understand how cognitive demands affect workers’ performance, health, and well-being. A s...

(This article belongs to the Section Organizational Behavior)
  • Article
  • Open Access
10 Citations
4,059 Views
17 Pages

Assessing Cognitive Workload Using Cardiovascular Measures and Voice

  • Eydis H. Magnusdottir,
  • Kamilla R. Johannsdottir,
  • Arnab Majumdar and
  • Jon Gudnason

13 September 2022

Monitoring cognitive workload has the potential to improve both the performance and fidelity of human decision making. However, previous efforts towards discriminating further than binary levels (e.g., low/high or neutral/high) in cognitive workload...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access
4 Citations
2,844 Views
19 Pages

This study addresses the critical challenge of lacking quantitative measures for objective evaluation of vessel traffic service (VTS) operator workload, where current uniform staffing approaches fail to reflect center-specific operational characteris...

  • Review
  • Open Access
6 Citations
4,361 Views
10 Pages

In a brief overview of neuroergonomics, including some personal reminiscences of Raja Parasuraman, it is recognized that the field of human factors and ergonomics has benefitted greatly from the inclusion and integration of neuroscientific methods an...

(This article belongs to the Section Systems Neuroscience)
  • Article
  • Open Access
356 Views
21 Pages

Subjective Workload Perception and Coping Strategies: A Cross-Sectional Study of Polish Nurses

  • Mária Lehotská,
  • Katarzyna Tomaszewska,
  • Krystyna Kowalczuk and
  • Jozef Babečka

22 September 2026

Background/Objectives: Subjective workload perception is an important occupational factor associated with nurses’ well-being, job satisfaction, and the quality of healthcare delivery. This study aimed to assess subjective workload perception in...

(This article belongs to the Special Issue Burnout in Healthcare Professions: Assessment, Risk Factors, Challenges and Prevention Strategies)
  • Article
  • Open Access
11 Citations
3,210 Views
13 Pages

Develop a Comprehensive Method to Evaluate the Mental Workload of Ship Operators

  • Shengyuan Yan,
  • Yingying Wei,
  • Fengjiao Li and
  • Cong Chi Tran

Mental workload has become an important factor affecting the human error of ship operators. Controlling the mental workload of operators within a reasonable range can reduce human errors. The purpose of this study is to develop an evaluation method t...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
7 Citations
3,190 Views
12 Pages

Constructing a Model to Discriminate the Workload Level of Ship Interface Operators

  • Shengyuan Yan,
  • Yingying Wei,
  • Fengjiao Li and
  • Cong Chi Tran

Workload level has a significant impact on the human errors of ship operators. Therefore, the accurate discrimination of the operator’s workload level has an important effect on preventing human errors. Firstly, this study analyzed the differen...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
28 Citations
4,992 Views
26 Pages

Investigating Methods for Cognitive Workload Estimation for Assistive Robots

  • Ayca Aygun,
  • Thuan Nguyen,
  • Zachary Haga,
  • Shuchin Aeron and
  • Matthias Scheutz

9 September 2022

Robots interacting with humans in assistive contexts have to be sensitive to human cognitive states to be able to provide help when it is needed and not overburden the human when the human is busy. Yet, it is currently still unclear which sensing mod...

(This article belongs to the Special Issue Assistive Robots for Healthcare and Human-Robot Interaction)
  • Article
  • Open Access
31 Citations
10,326 Views
24 Pages

21 March 2024

The adoption of Industry 4.0 technologies in manufacturing systems has accelerated in recent years, with a shift towards understanding operators’ well-being and resilience within the context of creating a human-centric manufacturing environment...

(This article belongs to the Section Wearables)
  • Article
  • Open Access
8 Citations
3,134 Views
12 Pages

18 May 2020

Workload control mechanisms are widely studied in the literature for the control of job-shop systems. The control of these systems involves acceptance, order release and priority dispatching. At the release level, the workload norm controls the &ldqu...

(This article belongs to the Section Mechanical Engineering)
  • Article
  • Open Access
416 Views
15 Pages

23 September 2026

Background: Although artificial intelligence (AI) is increasingly being integrated into nursing practice, little is known about the association between nurses’ AI literacy and their subjective workload. This study examines the associations betw...

(This article belongs to the Special Issue Integrating Artificial Intelligence into Nursing Practice)
  • Article
  • Open Access
12 Citations
6,099 Views
17 Pages

Impact of Wound Dressing Changes on Nursing Workload in an Intensive Care Unit

  • Juliana Dias dos Reis,
  • Pedro Sa-Couto,
  • José Mateus,
  • Carlos Jorge Simões and ,
  • Alexandre Rodrigues,
  • Pedro Sardo and
  • João Lindo Simões
  • + 2 authors+ 0 author

The objective of this study is to understand how the type of wound dressing changes (routine or frequent) in patients admitted to intensive care units influences nurses’ workload. This study used a database of retrospective and analytical obser...

  • Article
  • Open Access
2,072 Views
17 Pages

28 July 2023

Workload balance is significant in the manufacturing industry. However, on the one hand, some existing specific criteria cannot achieve the minimization workload imbalance of parallel machines. On the other hand, there are few algorithms in existing...

(This article belongs to the Special Issue Advanced Manufacturing Technologies and Their Applications, Volume II)
  • Article
  • Open Access
5 Citations
4,076 Views
12 Pages

Investigating the Diffusion of Workload-Induced Stress—A Simulation Approach

  • Niyi Ogunbiyi,
  • Artie Basukoski and
  • Thierry Chaussalet

26 December 2020

Work-induced stress is widely acknowledged as harming physical and psychosocial health and has been linked with adverse outcomes such as a decrease in productivity. Recently, workplace stressors have increased due to the COVID-19 pandemic. This study...

(This article belongs to the Section Information Applications)
  • Article
  • Open Access
10 Citations
3,489 Views
20 Pages

Workload Measurement Method for Manned Vehicles in Multitasking Environments

  • Chenyuan Yang,
  • Liping Pang,
  • Jie Zhang and
  • Xiaodong Cao

Workload (WL) measurement is a crucial foundation for human–machine collaboration, particularly in high-stress multitasking environments such as manned vehicle operations during emergencies, where operators often experience High Workload (HWL)...

(This article belongs to the Special Issue Aerospace Human–Machine and Environmental Control Engineering)
  • Article
  • Open Access
56 Citations
18,876 Views
20 Pages

Workload, Workaholism, and Job Performance: Uncovering Their Complex Relationship

  • Paola Spagnoli,
  • Nicholas J. Haynes,
  • Liliya Scafuri Kovalchuk,
  • Malissa A. Clark and ,
  • Carmela Buono and
  • Cristian Balducci
  • + 1 author+ 0 author

The current study aimed to test how workload, via workaholism, impacts job performance along with the complex interplay of perfectionistic concerns and work engagement in this mediated relationship. A two-wave, first and second stage dual-moderated m...

(This article belongs to the Special Issue Advancing Workaholism Research)
  • Article
  • Open Access
9 Citations
7,533 Views
14 Pages

13 October 2022

A balanced nursing workload is crucial for patient and staff safety. Although there are several nursing planning models, there is no generic methodology to identify critical workload factors and their relative impact on different healthcare environme...

(This article belongs to the Special Issue Public Health and Sustainable Health Management)
  • Article
  • Open Access
87 Citations
11,800 Views
26 Pages

Using Psychophysiological Sensors to Assess Mental Workload During Web Browsing

  • Angel Jimenez-Molina,
  • Cristian Retamal and
  • Hernan Lira

3 February 2018

Knowledge of the mental workload induced by a Web page is essential for improving users’ browsing experience. However, continuously assessing the mental workload during a browsing task is challenging. To address this issue, this paper leverages the c...

(This article belongs to the Special Issue Advanced Physiological Sensing)
  • Article
  • Open Access
12 Citations
7,178 Views
28 Pages

Dynamic Workload Management System in the Public Sector

  • Konstantinos C. Giotopoulos,
  • Dimitrios Michalopoulos,
  • Gerasimos Vonitsanos,
  • Dimitris Papadopoulos and ,
  • Ioanna Giannoukou and
  • Spyros Sioutas
  • + 1 author+ 0 author

Workload management is a cornerstone of contemporary human resource management with widespread applications in private and public sectors. The challenges in human resource management are particularly pronounced within the public sector: particularly...

(This article belongs to the Section Information Applications)
  • Article
  • Open Access
14 Citations
3,803 Views
19 Pages

15 August 2024

The assessment of the cognitive workload experienced by air traffic controllers is a complex and prominent issue in the research community. This study introduces new indicators related to gamma waves to detect controllers’ workload and develops...

(This article belongs to the Topic Advanced Systems Engineering: Theory and Applications, 2nd Volume)
  • Article
  • Open Access
24 Citations
12,140 Views
14 Pages

20 December 2024

Operators in high-stress environments often face significant cognitive demands that can impair their performance, underscoring the need for comprehensive workload assessment. This study aims to study the relationship between subjective self-reported...

(This article belongs to the Special Issue Latest Research on Eye Tracking Applications)
  • Article
  • Open Access
48 Citations
5,700 Views
15 Pages

Mental Workload Classification Method Based on EEG Independent Component Features

  • Hongquan Qu,
  • Yiping Shan,
  • Yuzhe Liu,
  • Liping Pang and ,
  • Zhanli Fan,
  • Jie Zhang and
  • Xiaoru Wanyan
  • + 2 authors+ 0 author

27 April 2020

Excessive mental workload will reduce work efficiency, but low mental workload will cause a waste of human resources. It is very significant to study the mental workload status of operators. The existing mental workload classification method is based...

  • Review
  • Open Access
1 Citations
2,551 Views
10 Pages

21 August 2024

Background: The importance of knowing the workload of family nurses lies essentially in the possibility of improving health outcomes, care processes and the nurse’s professional life. There is a lack of studies that fully describe the nursing w...

  • Article
  • Open Access
3 Citations
3,320 Views
11 Pages

Impact of the COVID-19 Pandemic on Medical Oncology Workload: A Provincial Review

  • Margaret Sheridan,
  • Bruce Colwell,
  • Nathan W. D. Lamond,
  • Robyn Macfarlane and ,
  • Daniel Rayson,
  • Stephanie Snow,
  • Lori A. Wood and
  • Ravi Ramjeesingh
  • + 3 authors+ 0 author

7 March 2023

(1) Background: Cancer is the leading cause of death in Canada, with significant resource limitation impacting the delivery of cancer care nationwide. The onset of the COVID-19 pandemic forced additional resource restriction and diversion, further im...

  • Review
  • Open Access
105 Citations
17,232 Views
18 Pages

Stress and Workload Assessment in Aviation—A Narrative Review

  • Giulia Masi,
  • Gianluca Amprimo,
  • Claudia Ferraris and
  • Lorenzo Priano

28 March 2023

In aviation, any detail can have massive consequences. Among the potential sources of failure, human error is still the most troublesome to handle. Therefore, research concerning the management of mental workload, attention, and stress is of special...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access
52 Citations
12,126 Views
16 Pages

Relationship between Job Satisfaction and Workload of Nurses in Adult Inpatient Units

  • María Fuensanta Hellín Gil,
  • José Antonio Ruiz Hernández,
  • Francisco Javier Ibáñez-López,
  • Ana Myriam Seva Llor and ,
  • Maria Dolores Roldán Valcárcel,
  • Marzena Mikla and
  • María José López Montesinos
  • + 2 authors+ 0 author

Among Nursing and Psychology professionals, the job satisfaction of those in Adult Inpatient Units is analyzed, with a new scale to measure nursing workloads validated. Objective: The objective of this study was to relate nursing workloads to profess...

  • Article
  • Open Access
3 Citations
1,699 Views
18 Pages

25 May 2025

A technical challenge for workload prediction in microservice systems is how to capture both the dynamic features of workload and evolving dependencies among microservices. The existing work focused mainly on modeling dynamic features without taking...

(This article belongs to the Special Issue Machine Learning and Data Analysis: Bridging Theory and Real-World Solutions)
  • Article
  • Open Access
958 Views
21 Pages

This study investigated how pre-service teachers’ frequency of artificial intelligence (AI) tool use is associated with their perceived workload and perceived task performance in AI-supported pedagogical design tasks, grounded in mental workloa...

(This article belongs to the Section Studies on Cognitive Processes)
  • Article
  • Open Access
3 Citations
2,136 Views
14 Pages

21 April 2023

The reduction in emissions and the increase in energy costs push companies to identify solutions to reduce energy consumption in production systems. One of the approaches proposed in the literature is the shutdown of machines to reduce energy consump...

(This article belongs to the Special Issue Design and Optimization of Manufacturing Systems)
  • Article
  • Open Access
10 Citations
3,159 Views
12 Pages

Efficiency of the Brain Network Is Associated with the Mental Workload with Developed Mental Schema

  • Heng Gu,
  • He Chen,
  • Qunli Yao,
  • Wenbo He and ,
  • Shaodi Wang,
  • Chao Yang,
  • Jiaxi Li,
  • Huapeng Liu,
  • Xiaoli Li and
  • Guanhao Liang
  • + 6 authors+ 1 author

21 February 2023

The study of mental workload has attracted much interest in neuroergonomics, a frontier field of research. However, there appears no consensus on how to measure mental workload effectively because the mental workload is not only regulated by task dif...

(This article belongs to the Topic Human–Machine Interaction)
  • Article
  • Open Access
58 Citations
6,554 Views
17 Pages

Physical Workload Tracking Using Human Activity Recognition with Wearable Devices

  • Jose Manjarres,
  • Pedro Narvaez,
  • Kelly Gasser,
  • Winston Percybrooks and
  • Mauricio Pardo

19 December 2019

In this work, authors address workload computation combining human activity recognition and heart rate measurements to establish a scalable framework for health at work and fitness-related applications. The proposed architecture consists of two weara...

(This article belongs to the Special Issue Data Analytics and Applications of the Wearable Sensors in Healthcare)
  • Review
  • Open Access
44 Citations
12,426 Views
17 Pages

The number of studies on the relationship between training and competition load and injury has increased exponentially in recent years, and it is also widely studied by researchers in the field of professional soccer. In order to provide practical gu...

(This article belongs to the Special Issue Physical Activity, Body Composition, Health Behaviors and Related Health Issues)
  • Article
  • Open Access
62 Citations
10,434 Views
19 Pages

Subject-Specific Cognitive Workload Classification Using EEG-Based Functional Connectivity and Deep Learning

  • Anmol Gupta,
  • Gourav Siddhad,
  • Vishal Pandey,
  • Partha Pratim Roy and
  • Byung-Gyu Kim

9 October 2021

Cognitive workload is a crucial factor in tasks involving dynamic decision-making and other real-time and high-risk situations. Neuroimaging techniques have long been used for estimating cognitive workload. Given the portability, cost-effectiveness a...

(This article belongs to the Special Issue Emotion Intelligence Based on Smart Sensing)
  • Article
  • Open Access
9 Citations
3,423 Views
16 Pages

Unraveling the Dynamics of Mental and Visuospatial Workload in Virtual Reality Environments

  • Guillermo Bernal,
  • Hahrin Jung,
  • İsmail Emir Yassı,
  • Nelson Hidalgo and ,
  • Yodahe Alemu,
  • Tyler Barnes-Diana and
  • Pattie Maes
  • + 2 authors+ 0 author

26 September 2024

Mental workload, visuospatial processes and autonomic nervous system (ANS) activity are highly intertwined phenomena crucial for achieving optimal performance and improved mental health. Virtual reality (VR) serves as an effective tool for creating v...

(This article belongs to the Special Issue Extended or Mixed Reality (AR + VR): Technology and Applications)
  • Article
  • Open Access
14 Citations
3,043 Views
11 Pages

Eye-Tracking in Assessment of the Mental Workload of Harvester Operators

  • Bartłomiej Naskrent,
  • Witold Grzywiński,
  • Krzysztof Polowy,
  • Arkadiusz Tomczak and
  • Tomasz Jelonek

Harvesting large quantities of timber requires the use of various technical means, including harvesters. The introduction of machine logging has greatly improved safety and reduced accident rates but has also resulted in the risk of musculoskeletal d...

  • Article
  • Open Access
7 Citations
3,313 Views
22 Pages

22 August 2024

Air Traffic Controllers’ (ATCos) mental workload is likely to remain the specific greatest functional limitation on the capacity of the Air Traffic Management (ATM) system. Developing computational models to monitor mental workload and task com...

(This article belongs to the Section Air Traffic and Transportation)
  • Systematic Review
  • Open Access
22 Citations
5,865 Views
20 Pages

Assessment Methods of Usability and Cognitive Workload of Rehabilitative Exoskeletons: A Systematic Review

  • Laura Maria Alessandra La Bara,
  • Luca Meloni,
  • Davide Giusino and
  • Luca Pietrantoni

2 August 2021

Robotic exoskeleton technologies are applied in the medical field to help patients with impaired mobility to recover their motor functions. Relevant literature shows that usability and cognitive workload may influence the patients’ likelihood to bene...

  • Article
  • Open Access
9 Citations
4,772 Views
12 Pages

28 April 2022

Whilst increasing mental workload has been shown to have a detrimental effect on cycling performance and more generally to increase the risk of harm, no studies have measured how mental workload changes as a function of ultra-distance cycling, indoor...

  • Article
  • Open Access
23 Citations
6,164 Views
8 Pages

Postural Control in Workplace Safety: Role of Occupational Footwear and Workload

  • Harish Chander,
  • John C. Garner,
  • Chip Wade and
  • Adam C. Knight

1 August 2017

Maintaining postural stability is crucial, especially in hazardous occupational environments. The purpose of the study was to assess the role of three occupational footwear (low top shoe (LT); tactical work boot (TB) and steel-toed work boot (WB)) on...

  • Article
  • Open Access
25 Citations
10,851 Views
17 Pages

Pilots’ Performance and Workload Assessment: Transition from Analogue to Glass-Cockpit

  • Vladimir Socha,
  • Lubos Socha,
  • Lenka Hanakova,
  • Viktor Valenta and ,
  • Stanislav Kusmirek and
  • Andrej Lalis
  • + 1 author+ 0 author

28 July 2020

During their professional career, pilots often experience a change in workplace conditions in the form of an aircraft cockpit ergonomics change. Change of working conditions may impact their perception of flight data or the pilot’s psychophysio...

(This article belongs to the Section Aerospace Science and Engineering)

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