Systematic review of measurement tools to assess surgeons' intraoperative cognitive workload

Cited by (274)

Items 201–274 of 274

1. Physiological Work Overload Assessment for Highly Flexible Fine-Motory Assembly Tasks Using Machine Learning
   Markus Brillinger, Samuel Manfredi, Dominik Leder, Martin Bloder, Markus Jäger, Konrad Diwold, Amer Kajmaković, Michael Haslgrübler, Rudolf Pichler, Martin Brunner et al. · 2023 · SSRN Electronic Journal
2. Human Factors Approach to Assess Physician Workload in Elective Plastic Surgery Breast Procedures.
   Anita Tanniru Mohan, Anna R. Linden, Bethany R. Lowndes, Renaldo C. Blocker, Christin A. Harless, Jorys Martinez‐Jorge, M Susar Hallbeck, Minh-Doan T. Nguyen, Katherine E. Law · 2023 · PubMed Central
3. The need for technology training for endoscopic surgeons
   Pietro Riva, Deborah Susan Keller, Silvana Perretta · 2023 · Bohn Stafleu van Loghum eBooks
4. Reducing Workload During Brain Surgery with Robot-Assisted Autonomous Exoscope
   Elisa Iovene, Alessandro Casella, Junling Fu, Federico Pessina, Marco Riva, Giancarlo Ferrigno, Elena De Momi · 2023 · IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
5. A Mixed Reality-based Tele-Supervised Ultrasound Education Platform on 5G network compared to Direct Supervision: Prospective Randomized Pilot Trial (Preprint)
   Minha Kim, Meong Hi Son, Suhyeon Moon, Won Chul Cha, Ik Joon Jo, Hee Jo Yoon · 2024
6. A multi‐institutional feasibility lead‐in trial of lymphatic mapping with SPECT – CT for evaluating contralateral disease in lateralized oropharynx cancer using 99m‐technetium sulfur colloid
   Leba Michael Sarkis, Christopher M. K. L. Yao, Aaron L. Hendler, Ravi M. Mohan, Michael Au, Han Zhang, Antoine E. Eskander, Kevin McLughlin Higgins, S. Danielle MacNeil, Sharon Tzelnick et al. · 2024 · Head & Neck
7. Korelasi Fixation Dan Beban Kognitif pada Pengguna Lansia Dengan Eye-Tracking Pada Aplikasi Komunikasi dan Media Sosial
   Jasmine Prigel Palupi Prasojo, Aryo Pinandito · 2024 · Jurnal Teknologi Informasi dan Ilmu Komputer
8. Utilizing a surgical sabermetrics framework to evaluate the impact of simulated operative crises on trainee cognitive load and non-technical skills
   Joel Norton, Alistair Geraghty, Emma Elizabeth Howie, Connor Boyle, Steven Yule, Andrew L. Tambyraja · 2024 · Journal of Surgical Protocols and Research Methodologies
9. The effect of task demand on EEG responses to irrelevant sound and speech in simulated surgical environments
   Marc Rosenkranz, Verena Uslar, Dirk Weyhe, Martin Georg Bleichner · 2025 · bioRxiv (Cold Spring Harbor Laboratory)
10. Sleep quality and associated factors among critical care nurses in Jordan: A cross-sectional study.
    Kholood E. Al-Nbabteh, Rezan Bani Bkar, Ayman M. Al-Qaaneh, E. M. Alfarajat, S. Kraishan · 2025 · Enfermeria intensiva
11. Sleep & Wellness for the Otolaryngologist
    Taylor S. Erickson, Megan L. Durr · 2025 · Otolaryngologic Clinics of North America
12. Integrating bio-signal recording and playback for mixed reality asynchronous collaboration
    Bokai Zheng, Zhuang Chang, Zirui Xiao, Weiping He, Mark Billinghurst · 2025 · Displays
13. Physiological Differences Between Emergency Medicine Residents and Novices During Cricothyrotomy: Evidence from Brain, Eye, and Heart Rate Measurements
    Changyun Ma, Chloe Miller, Gabriel Gazetta, Paul Raj Reddipogu, Kaori Tanaka, Sabrina Casucci, Matthew Hackett, Jack Norfleet, Rahul, Steven D. Schwaitzberg et al. · 2025 · Proceedings of the Human Factors and Ergonomics Society Annual Meeting
14. Comment on “Subjective workload in operating room team members during robotic hernia procedures”
    Syed Huzaifa Khan, Abuzar Farhad, Ubaid Ullah, Hammad� Khan · 2025 · Journal of Robotic Surgery
15. Evaluating the efficiency and ergonomics of a novel smart surgical lighting system: a passive oddball experiment with EEG measurements to assess workplace strain in clinical settings
    Tim Schneider, Dirk Weyhe, Merle Schlender, Timur Cetin, Navid Tabriz, Verena Uslar · 2025 · Frontiers in Medical Technology
16. Iterative Development of a Semi-Structured Interview Guide to Explore Clinicians’ Experiences with Connected Mental Health
    Shweta Premanandan, Sofía Ouhbi, Magdalena Ramstedt Stadin, Charlotte R. Blease, Åsa Cajander, Maria Hägglund · 2025 · IEEE International Requirements Engineering Conference Workshops (REW)
17. Training Surgeons’ Visual Scanning Pattern in Laparoscopic Surgery to Enhance Patient Safety
    Bin Zheng, Yixiong Zheng, Yao Zhang, Yuan Yao · 2025 · Journal of surgical education
18. Additional file 3 of Episodes of strain experienced in the operating room: impact of the type of surgery, the profession and the phase of the operation
    Keller, Sandra, Yule, Steven, Douglas S. Smink, Vivian Zagarese, Safford, Shawn, Sarah Henrickson Parker · 2020 · Figshare
19. Additional file 2 of Episodes of strain experienced in the operating room: impact of the type of surgery, the profession and the phase of the operation
    Keller, Sandra, Yule, Steven, Douglas S. Smink, Vivian Zagarese, Shawn D. Safford, Parker, Sarah Henrickson · 2020 · Figshare
20. Additional file 5 of Episodes of strain experienced in the operating room: impact of the type of surgery, the profession and the phase of the operation
    Keller, Sandra, Yule, Steven, Douglas S. Smink, Vivian Zagarese, Safford, Shawn, Sarah Henrickson Parker · 2020 · Figshare
21. Additional file 1 of Episodes of strain experienced in the operating room: impact of the type of surgery, the profession and the phase of the operation
    Keller, Sandra, Yule, Steven, Douglas S. Smink, Vivian Zagarese, Safford, Shawn, Sarah Henrickson Parker · 2020 · Figshare
22. Additional file 1 of Comparison of cognitive workload and surgical outcomes between a three-dimensional and conventional microscope macular hole surgery
    Kelkar, Aditya, Natarajan, S., AKSHAY R. KOTHARI, Mounika Bolisetty · 2024 · Figshare
23. Additional file 4 of Episodes of strain experienced in the operating room: impact of the type of surgery, the profession and the phase of the operation
    Keller, Sandra, Yule, Steven, Douglas S. Smink, Vivian Zagarese, Safford, Shawn, Sarah Henrickson Parker · 2020 · Figshare
24. Cognitive Training for Performance Enhancement in Robotic Surgery: A Systematic Review of RCTs
    Samy Castillo‐Flores, Andres A. Abreu, Patrícia Viana, Maria Meritxell Roca Mora, Isabella Maria de Freitas Faria, Patricio Marcelo Polanco · 2026 · Journal of surgical education
25. Non-Invasive Assessment of Continuous Real-Time Workplace Stress Among Surgeons and Surgical Trainees: A Scoping Review
    Egide A.E. Abahuje, Katherine Amy Lin, My L.T. Nguyen, Kaithlyn Tesorero, Q. Eileen Wafford, Claudia Rosu, Anne M. Stey · 2026 · Journal of surgical education
26. Validation d’un SURG-TLX français : un outil fiable et adapté pour évaluer la charge de travail chirurgicale
    Georges Pfister, Emeric Saguin · 2026 · Journal de Chirurgie Viscérale
27. Assessing Cognitive Workload and Performance in the Operating Room: Challenges in Applying NASA ‐ TLX Among Experienced Surgeons
    Yit J. Leang, Stephen William Bell, Kaleb R. Lourensz, Maria Kristina Vanguardia, Joseph C. H. Kong, Paul R. Burton, Wendy A. Brown · 2026 · ANZ Journal of Surgery
28. Improving Intraoperative Compliance With Critical View of the Myopectineal Orifice Criteria Using the V–M Pathway During Laparoscopic Inguinal Hernia Repair
    Kryspin Mitura, Laura Kacprzak, Marta Wójcik, Lidia Mitura, Michał Romańczuk, Bernard Mitura, Orest Lerchuk, Volodymyr Khomyak, Орест Мирославович Чемерис, Piotr Niecikowski · 2026 · Journal of Abdominal Wall Surgery
29. A multimodal approach combining tool-pressure and EEG features for laparoscopic skill classification using machine learning
    Sebahat Selin Şahin, Cagri Zengin, Hasan Onur Keleş · 2026 · Artificial Intelligence Surgery
30. Workflow disruptions and surgeon workload: A mixed methods study of physiologically assessed workload and qualitative observation
    Liam Wietzorrek, E. M. E. Craenen, Massimo A. Mariani, Fokie Cnossen · 2026 · Human Factors in Healthcare
31. Physiological Parameters Associated With Non-technical Skills During Surgical Crises Simulation
    Joel Norton, Alistair Geraghty, Emma Elizabeth Howie, Lachlan Dick, Connor Boyle, Calum Alexander Arthur, Steven Yule, Andrew L. Tambyraja · 2026 · Journal of surgical education
32. Cognitive Robotic Assistance Under Supervised Autonomy: A Systematic Analysis of Perception-Integrated Systems for SubMillimetre Precision in Medical and Dental Interventions
    Mayank Gupta · 2026 · International Journal of Research in Medical Sciences & Technology
33. Large language surgery in the era of AI and digital standards
    Ahmad Guni, Professor Gary S. Collins, Ara Wardkes Darzi, Hutan Ashrafian · 2026 · International Journal of Surgery
34. Robot‐Assisted Radical Prostatectomy Using the KangDuo‐SR‐2000: A Prospective, Multicenter, Single‐Arm Clinical Study
    Zihao Tao, Z Y Zhang, Ziqi Wang, Shubo Fan, Xu Chen, Zhihua Li, Silu Chen, Xinfei Li, Kunlin Yang, Changfu Li et al. · 2026 · International Journal of Medical Robotics and Computer Assisted Surgery
35. Live or video? A prospective comparison of non-technical skills assessment in in-situ resuscitation simulation
    Chun‐Ju Lien, Shou-Kuen Huang, Chien-Tai Huang, Jia‐How Chang, Edward Pei‐Chuan Huang · 2026 · Medical Teacher
36. Real-time multicenter semantic segmentation for laparoscopic gastrectomy: development, external validation and operating room deployment of an AI navigation system
    Kecheng Zhang, Di Wu (23906), Can-Rong Lu, Zhi Qiao (602920), Wentong Xu, Feng-Lin Liu, Jing-Yu Deng, Li Yang, Lei Guo, Tian-Yu Xie · 2026 · Military Medical Research
37. Characterizing surgeon workload with electronic health record data to predict time interval between surgeries and postoperative care delivery
    Jonathan Akhagbosu, Müge Capan, Hari Balasubramanian, Tovy Haber Kamine · 2026 · Journal of the American Medical Informatics Association
38. Stress During Virtual Reality and High-Fidelity Simulation in Anesthesia Trainees
    Gianluca Bertolizio, Catherine Paquet, Natalie Buu, Thomas Engelhardt, Danielle Sophia Shafiepour, Milène A. Azzam, Marta Garbin, Caroline White, Samuel Wasserman, Yuqi Gu et al. · 2026 · Simulation in Healthcare The Journal of the Society for Simulation in Healthcare
39. Heart Rate Variability and Body Motion as Digital Biomarkers of Task Workload During Military En Route Critical Care Simulations
    Roger D Dias, Sarah H. Michael, Rayan Ebnali Harari, Steven Yule, Lance J McGinnis, Richard Skipworth, Elizabeth A Mann-Salinas, William Tyler Davis · 2026 · Sensors
40. The uncoached athlete: reframing performance and longevity in the surgical profession
    Rachel Neylan, Michael C Wyatt · 2026 · Hip International
41. Impact of Sleep Quality on Oral Surgical Complications in Dental Interns
    Tolgahan Kara, Nursena Ünlü Kuzu, Beyza Dal · 2026 · European Journal Of Dental Education
42. National Aeronautics and Space Administration–Task Load Index for minimally invasive surgeries from multiple departments in a tertiary health care centre – A prospective study
    Ajay Sivakumar, Kharishma P. Nair, C. Vaishnavi · 2026 · Journal of Minimal Access Surgery
43. Educator as Coach: Teaching Clinical Performance Using Wearable Data
    Sarah H. Michael, Cody Brevik, Danielle T. Miller · 2026 · AEM Education and Training
44. Pressure points: A pilot study using the NASA-TLX tool to measure the intensity of Acute care surgery work
    Jennifer L. Hartwell, Jocelyn Hunter Rose, Stepheny D. Berry, Erich Wessel, Cameron C. McCoy, Scott Turner, Christopher A. Guidry, Stephen Eaton, Craig Follette, Patrick Murphy et al. · 2026 · The American Journal of Surgery
45. Gaze Allocation and Performance Across Task-Demand Conditions During Squat-Based Exergaming: Pilot Study Using Eye Tracking
    K. Takei · 2026 · JMIR Rehabilitation and Assistive Technologies
46. From experience to the future:
    壮平 三谷 · 2026 · JOURNAL OF JAPAN SOCIETY FOR HEAD AND NECK SURGERY
47. Dynamic patterns of communication and workload during cardiac surgery: An explorative study
    Liam Wietzorrek, E. M. E. Craenen, Indy van Boven, Massimo A. Mariani, Fokie Cnossen · 2026 · PLoS ONE
48. ECG-Only Cognitive Workload State Classification in Laparoscopic Training Using Raw and Recurrence-Plot Representations
    Kaizhe Jin, Adrian Rubio-Solis, Ravi Naik, George P. Mylonas · 2026 · Sensors
49. The Effect of Task Demand on EEG Responses to Irrelevant Sound and Speech in Simulated Surgical Environments
    Marc Rosenkranz, Verena Uslar, Dirk Weyhe, Martin Georg Bleichner · 2026 · Psychophysiology
50. Evaluating the CorPath GRX robotic system in cerebral aneurysm embolization and diagnostic angiography: a systematic review and single-arm meta-analysis
    Shi-zheng Tan, Yang Guo, Run-xue Guan, Xin-Yu Zhang, Song Cao, Zhen-Yu Duan, S X Li · 2026 · Journal of Robotic Surgery
51. HRV-Based Surrogate Classification in Surgical Environments Using Personalised Labelling and Sequence Modelling
    Abdulaziz Almuhini, Dr Viji Ahanathapillai, Zeeshan Raza, Imran Aslam, Abhilasha Patel, Charles Evans, Leandro Pecchia, Davide Piaggio · 2026 · Sensors
52. Assessment methods for surgeons’ ergonomics in the operating room: a scoping review
    Saki Hayashi, Jun Watanabe, Kengo Hayashi, Ryota Matsui, Jun Kinoshita, Noriyuki Inaki · 2026 · Surgical Endoscopy
53. Adaptive Technologies for Pediatric Emergency Readiness: Cognitive State Sensing, Augmented Reality Guidance, and the Evidence Gap
    Vishnunarayan Girishan Prabhu, Roger Azevedo, Yuliya Pecheny, Ann Marie Dietrich, Ronald G. Pirrallo, Jerzy W. Rozenblit, Shiva Kalidindi · 2026 · Current Emergency and Hospital Medicine Reports
54. Methodologies for Perioperative Stress Assessment in Surgeons: A Systematic Review
    Xueting Huang, Matthew Mitchell, Andreea Molnar, Jahar Bhowmik, Benjamin J. Dixon, Abigail S McGovern, Ashwinna Asairinachan · 2026 · Journal of Surgical Research
55. A Conceptual Framework for 4D Holographic Visualization in Gastrointestinal Endoscopy: Toward Externalized Spatiotemporal Cognition
    Hayato Yamaguchi, Masakatsu Fukuzawa, Takashi Kawai, Fumito Yamanishi, Takahiro Muramatsu, Tadashi Ichimiya, Yasuyuki Kagawa, Kumiko Uchida, Akira Madarame, Takashi Morise et al. · 2026 · JMIR XR and spatial computing.
56. Subjective and HRV-based Data Assessing Supervising Surgeon Intraoperative Stress with Perceived Trainee Breast Surgery Skill Proficiency
    Masako SAKURAGI, Kosuke Oiwa, Yoshitaka Maeda, Michiko Harao, Satomi Shiba, Mikio Shiozawa, Hironori Yamaguchi, Hiroshi Kawahira · 2026 · Journal of surgical education
57. Three-dimensional image guidance using instrument tracking facilitates intraoperative resection-line determination during robot-assisted partial nephrectomy
    Keiji Tsukino, Satoshi Kobayashi, Mikifumi Koura, Dai Takamatsu, Shohei Nagakawa, Shigehiro Tsukahara, Tokiyoshi Tanegashima, Takashi Matsumoto, Masaki Shiota, Eiji Oki et al. · 2026 · Journal of Robotic Surgery
58. Ergonomic impact of closed-console (Da Vinci Xi) versus open-console (Hugo RAS) robotic systems: an ex vivo randomized crossover controlled trial
    R. Sagar Rathod, Hemanga Kumar Bhattacharjee, Mohit Kaushik, Omprakash Prajapati, Manjunath Pol, Washim Firoz Khan, AshwaniK Mishra, Vinay Gupta, Rohit Saxena · 2026 · Surgical Endoscopy
59. Prospective randomised double‐blind trial: holmium laser lithotripsy with vs without Moses™ 2.0
    Kimberly A. Maciolek, Naren Nimmagadda, Aaron Lee, Amy M. Reed, Ryan S. Hsi, Tatsuki Koyama, Connor M. Forbes, Matthew S. Lee, Cyrus Chehroudi, Ezra J. Margolin et al. · 2026 · British Journal of Urology
60. Development and usability testing of a machine learning clinical decision support tool for suggesting etiologies and treatment of clinical deterioration
    Oliver T. Nguyen, Douglas A. Wiegmann, James A. Haddad, Sophia A. Doerr, Arsalan Ahmad, Madeline K. Oguss, Mary Akel, Ann M. Wieben, Joseph Reid, Jonathan Allan et al. · 2026 · Journal of Critical Care
61. Learning Curve and Evaluation of Robotic Assistance for Cochlear Implant Electrode Insertion
    Sarah Draut, Linda Ask, Veronika Volgger, Florian Schrötzlmair, John‐Martin Hempel, Joachim Müller, Clemens Stihl · 2026 · Otology & Neurotology
62. Time-Series Foundation Models for Cognitive Workload Classification using Eye-Tracking Data
    Jordan Haag, Jose Gabriel Gonzalez Nunez, Brian J. Kirkwood, Gary Legault, Laura J. Brattain · 2026 · bioRxiv (Cold Spring Harbor Laboratory)
63. Extended Reality-Based Hepatic Surgical Planning: Impact on Task Time, Anatomic Accuracy, and Cognitive Burden in Novice Surgeons
    Jianan Guo, Xiwen Wu, Wenjie Wang, Jiayi Mo, Xiaojun Zeng, Tianning Zhu, Silüe Zeng, Qiong Wang, 方驰华 · 2026 · Research Square
64. Automated intracorporeal tool exchange with the Symphera multi-tool prototype: a crossover evaluation of efficiency and surgeon workload in a porcine laparoscopic model
    Fabian Haak, C. Heid, Brett Colton Parker, Antonello Forgione, Jacques Marescaux · 2026 · Surgical Endoscopy
65. Respiratory therapists’ perceptions of electrical impedance tomography in pediatric intensive care: A mixed methods implementation study
    Katherine Reise, Shirley Quach, Briseida Mema, Luciana Rodriguez Guerineau, Leanne Davidson, Mika Laura Nonoyama · 2026 · Canadian Journal of Respiratory Therapy
66. Prediction of surgical skill using machine learning with optimal EEG locations in two different laparoscopic surgery training task
    Kubranur Kara Basturk, Hasan Onur Keleş · 2026 · Ankara Üniversitesi Tıp Fakültesi Mecmuası
67. An Exploratory Pilot for Leveraging Generative AI to Extract Non-Technical Skills from Audio in Medical Crisis Resource Management Scenarios
    Pablo Castillo-Segura, Carmen Fernández-Panadero, Carlos Alario‐Hoyos, Carlos Delgado Kloos · 2026 · Applied Sciences
68. Assessing Extraneous and Intrinsic Cognitive Load of Teleoperation: A Physiological-Performance Study with Cognitive Load Theory
    Xiaonan Yang, Haonan Fang, Yan Zhao, Yaoguang Hu, Yahui Wang, Chaoran Wang, Hongwei Niu · 2026 · International Journal of Human-Computer Interaction
69. Quantifying surgical stress: A global cross-sectional SURG-TLX assessment in pediatric oncology surgeons
    Albert Pasten, Raimon Ripoll, Anna Domènech, Lucas Krauel · 2026 · Journal of Pediatric Surgery
70. Self-Reported Pharmacological Cognitive Enhancement Among Orthopaedic Surgeons in Türkiye: A Cross-Sectional Survey of Use Patterns, Academic Motivation, and Ethical Perceptions
    Gökhan Güzel, Osman Görkem Muratoğlu, Hasan Ceylan, Şahan Dağlar, Nafiye Selcan Yıldırım, Ecem E Yeğin, Cem Yıldırım · 2026 · Research Square
71. Stimulus over expertise: what governs clinical visual attention in early health-vocational students
    Burcu Yüksel, Begüm Çapa Tayyare, Nurullah Eryılmaz · 2026 · Frontiers in Medicine
72. NASA-TLX Reveals Cognitive Workload Across the HoLEP Learning Curve from Our First 100 Cases
    Raviraj J. Rege, Víctor Sandoval, Carl A. Ceraolo, Rajat Jain, Scott O. Quarrier, Nitin Sharma · 2026 · Journal of Endourology
73. Enhancing Cognitive Ergonomics in Robotic Surgery—A Narrative Review
    Avni Agarwal, Zhen Hao Ang, Shing Wai Wong · 2026 · Sensors
74. Unstructured Intraoperative Microbreaks Improve Perceived Workload without Prolonging Operative Time in Head & Neck Surgery
    Maria A. Mavrommatis, Brian Deutsch, Harrison Smith, Nathan J. Wallace, Torin P. Thielhelm, Ryan Huang, Daniel O. Kraft, Maura K. Cosetti, Raymond Liu Chai · 2026 · The American Journal of Surgery