Humans: Still Vital After All These Years of Automation
Abstract
Objective: The authors discuss empirical studies of human-automation interaction and their implications for automation design. Background: Automation is prevalent in safety-critical systems and increasingly in everyday life. Many studies of human performance in automated systems have been conducted over the past 30 years. Methods: Developments in three areas are examined: levels and stages of automation, reliance on and compliance with automation, and adaptive automation. Results: Automation applied to information analysis or decision-making functions leads to differential system performance benefits and costs that must be considered in choosing appropriate levels and stages of automation. Human user dependence on automated alerts and advisories reflects two components of operator trust, reliance and compliance, which are in turn determined by the threshold designers use to balance automation misses and false alarms. Finally, adaptive automation can provide additional benefits in balancing workload and maintaining the user's situation awareness, although more research is required to identify when adaptation should be user controlled or system driven. Conclusions: The past three decades of empirical research on humans and automation has provided a strong science base that can be used to guide the design of automated systems. Application: This research can be applied to most current and future automated systems.
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Work tasks can be sub-divided into specific stages.
“First, when considering tasks for AI-enabled automation organizational decision makers need to recognize that work tasks can be sub-divided into specific stages.”
From Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy (2021) · cites this paper as Parasuraman and Wickens, 2008
Cites
Posner, M. I. (1980) · Quarterly Journal of Experimental Psychology · doi:10.1080/00335558008248231 · Cited by 9,670 · see citing works
Trust in Automation: Designing for Appropriate Reliance
Lee, J. D., & See, K. A. (2004) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/hfes.46.1.50_30392 · Cited by 6,605 · see citing works
Designing the user interface: Strategies for effective human-computer interaction
(1993) · Applied Ergonomics · doi:10.1016/0003-6870(93)90471-k · Cited by 5,592 · see citing works
Designing the user interface strategies for effective human-computer interaction
Shneiderman, B. (1998) · SIGB · doi:10.1145/25065.950626 · Cited by 4,680 · see citing works
Humans and automation: Use, misuse, disuse, abuse
Parasuraman, R., & Riley, V. (1997) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872097778543886 · Cited by 4,554 · see citing works
Self-citationA model for types and levels of human interaction with automation
Parasuraman, R., Sheridan, T. B., & Wickens, C. D. (2000) · IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans · doi:10.1109/3468.844354 · Cited by 4,195 · cited 1× · see citing works
“Parasuraman, Sheridan, and Wickens (2000) accordingly proposed an extension of the LOA concept to four information-processing stages: (a) information acquisition, (b) information analysis, (c) decision making, and (d) action, with each stage having its own LOA scale (for similar scales, see Endsley & Kaber, 1999; Ends…”
BackgroundSelf-citationGarg, A. X., Adhikari, N. K. J., McDonald, H., Rosas-Arellano, M. P., Devereaux, P. J., Beyene, J., Sam, J., & Haynes, R. B. (2005) · JAMA · doi:10.1001/jama.293.10.1223 · Cited by 2,936 · see citing works
Multiple resources and performance prediction
Wickens, C. D. (2002) · Theoretical Issues in Ergonomics Science · doi:10.1080/14639220210123806 · Cited by 2,621 · cited 1× · see citing works
“…terms, the former are mediated by posterior brain regions (occipito-temporo-parietal cortex) and the latter by anterior areas (frontal cortex), with these brain regions possibly defining different mental resources (Para-suraman & Wilson, 2008 [this issue]; Wickens, 2002, 2008 [this issue]).”
Self-citationMultiple Resources and Mental Workload
Wickens, C. D. (2008) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872008x288394 · Cited by 2,164 · see citing works
Self-citationTrust, control strategies and allocation of function in human-machine systems
LEE, J., & MORAY, N. (1992) · Ergonomics · doi:10.1080/00140139208967392 · Cited by 1,459 · see citing works
The Out-of-the-Loop Performance Problem and Level of Control in Automation
Endsley, M. R., & Kiris, E. O. (1995) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872095779064555 · Cited by 1,406 · see citing works
The role of trust in automation reliance
Dzindolet, M. T., Peterson, S. A., Pomranky, R. A., Pierce, L. G., & Beck, H. P. (2003) · International Journal of Human-Computer Studies · doi:10.1016/s1071-5819(03)00038-7 · Cited by 1,276 · see citing works
Human and Computer Control of Undersea Teleoperators
Sheridan, T. B., & Verplank, W. L. (1978) · doi:10.21236/ada057655 · Cited by 1,227 · see citing works
Aviation, Space, and Environmental Medicine
(2011) · Wilderness and Environmental Medicine · doi:10.1016/j.wem.2010.11.006 · Cited by 1,200 · see citing works
Proceedings of the Human Factors and Ergonomics Society 54th Annual Meeting
Kluge, A., Badura, B., Urbas, L., & Burkolter, D. (2010) · Cited by 1,121 · see citing works
ENDSLEY, M. R., & KABER, D. B. (1999) · Ergonomics · doi:10.1080/001401399185595 · Cited by 1,088 · see citing works
(2003) · Cited by 969 · see citing works
Trust, self-confidence, and operators' adaptation to automation
Lee, J. D., & Moray, N. (1994) · International Journal of Human-Computer Studies · doi:10.1006/ijhc.1994.1007 · Cited by 932 · see citing works
Performance Consequences of Automation-Induced 'Complacency'
Parasuraman, R., Molloy, R., & Singh, I. L. (1993) · The International Journal of Aviation Psychology · doi:10.1207/s15327108ijap0301_1 · Cited by 875 · cited 1× · see citing works
“Parasuraman, Molloy, and Singh (1993) showed that monitoring of the information sources feeding automation was deficient when operators had other manual tasks to perform.”
Self-citation(1998) · Cited by 820 · see citing works
KABER, D. B., & Endsley, M. R. (2004) · Theoretical Issues in Ergonomics Science · doi:10.1080/1463922021000054335 · Cited by 795 · see citing works
The Age of Spiritual Machines: When Computers Exceed Human Intelligence,
Velde, R. T. (2000) · Telecommunications Policy · doi:10.1016/s0308-5961(99)00064-6 · Cited by 753 · see citing works
Designing for Situation Awareness
Endsley, M. R., Bolte, B., & Jones, D. G. (2003) · doi:10.1201/9780203485088 · Cited by 675 · see citing works
Flight-deck automation: promises and problems
WIENER, E. L., & CURRY, R. E. (1980) · Ergonomics · doi:10.1080/00140138008924809 · Cited by 599 · cited 1× · see citing works
“A seminal article by Wiener and Curry (1980) discussed these developments, posing many questions still being examined today: Does automation reduce human workload?”
Similarities and differences between human–human and human–automation trust: an integrative review
Madhavan, P., & Wiegmann, D. A. (2007) · Theoretical Issues in Ergonomics Science · doi:10.1080/14639220500337708 · Cited by 577 · see citing works
Humans and Automation: System Design and Research Issues
Sheridan, T. B. (2002) · Medical Entomology and Zoology · Cited by 552 · see citing works
Monitoring Behavior and Supervisory Control
Sheridan, T. B., & Johannsen, G. (1976) · Springer eBooks · doi:10.1007/978-1-4684-2523-9 · Cited by 479 · see citing works
Sheridan, T. B., & Parasuraman, R. (2005) · Reviews of Human Factors and Ergonomics · doi:10.1518/155723405783703082 · Cited by 479 · see citing works
Self-citationAviation space & environmental medicine
Missoni, E. (2003) · Cited by 440 · see citing works
Miller, C. A., & Parasuraman, R. (2007) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872007779598037 · Cited by 434 · see citing works
Self-citationThe benefits of imperfect diagnostic automation: a synthesis of the literature
Wickens, C. D., & Dixon, S. R. (2007) · Theoretical Issues in Ergonomics Science · doi:10.1080/14639220500370105 · Cited by 423 · cited 1× · see citing works
“These findings have been replicated ( Scerbo, 2007) and modeled computationally (Farrell & Lewandowsky, 2000; Wickens & Dixon, 2007).”
Self-citationWilson, G. F., & Russell, C. A. (2003) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/hfes.45.4.635.27088 · Cited by 376 · see citing works
Cry Wolf: The Psychology of False Alarms
Breznitz, S. (1984) · Cited by 370 · see citing works
IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews)
Institute of Electrical and Electronics Engineers (2023) · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · doi:10.1109/tsmcc.5326 · Cited by 368 · see citing works
Psychophysiology and adaptive automation
Byrne, E. A., & Parasuraman, R. (1996) · Biological Psychology · doi:10.1016/0301-0511(95)05161-9 · Cited by 360 · cited 1× · see citing works
“AA can also be driven by measurement of operator physiological states ( Byrne & Parasuraman,1996; Kramer & Parasuraman, 2007).Physiological measurements can be used to infer that a human operator is experiencing extremely high workload.”
Self-citationThe human experience [of ubiquitous computing]
Abowd, G. D., Mynatt, E. D., & Rodden, T. A. (2002) · IEEE Pervasive Computing · doi:10.1109/mprv.2002.993144 · Cited by 353 · see citing works
Dixon, S. R., & Wickens, C. (2006) · Hum. Factors · doi:10.1518/001872006778606822 · Cited by 329 · see citing works
Self-citationPilot Interaction With Cockpit Automation: Operational Experiences With the Flight Management System
Sarter, N., & Woods, D. (1992) · International Journal of Aviation Psychology · doi:10.1207/s15327108ijap0204_5 · Cited by 317 · see citing works
Effects of Adaptive Task Allocation on Monitoring of Automated Systems
Parasuraman, R., Mouloua, M., & Molloy, R. (1996) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872096778827279 · Cited by 285 · see citing works
Self-citationEffects of Imperfect Automation on Decision Making in a Simulated Command and Control Task
Rovira, E. M., McGarry, K. A., & Parasuraman, R. (2007) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872007779598082 · Cited by 274 · see citing works
Self-citation(1998) · Cited by 267 · see citing works
Self-citationOn the Independence of Compliance and Reliance: Are Automation False Alarms Worse Than Misses?
Dixon, S. R., Wickens, C. D., & McCarley, J. S. (2007) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872007x215656 · Cited by 265 · see citing works
Self-citationGarg, A. X., Adhikari, N. K. J., McDonald, H., Rosas-Arellano, M. P., Devereaux, P. J., Beyene, J., Sam, J., & Haynes, R. B. (2007) · Cited by 253 · see citing works
adaptive aiding for human/computer control
Rouse, W. B. (1988) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872088803000405 · Cited by 252 · see citing works
Effects of Warning Validity and Proximity on Responses to Warnings
Meyer, J. (2001) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872001775870395 · Cited by 235 · see citing works
Putting the Brain to Work: Neuroergonomics Past, Present, and Future
Parasuraman, R., & Wilson, G. F. (2008) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872008x288349 · Cited by 230 · see citing works
Self-citationSarter, N. B., Mumaw, R. J., & Wickens, C. D. (2007) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872007x196685 · Cited by 224 · see citing works
Self-citationBailey, N. R., & Scerbo, M. W. (2007) · Theoretical Issues in Ergonomics Science · doi:10.1080/14639220500535301 · Cited by 224 · see citing works
Metzger, U., & Parasuraman, R. (2005) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/0018720053653802 · Cited by 217 · see citing works
Self-citationFalse Alarms and Close Calls: A Conceptual Model of Warning Accuracy
Barnes, L. R., Gruntfest, E. C., Hayden, M. H., Schultz, D. M., & Benight, C. C. (2007) · Weather and Forecasting · doi:10.1175/waf1031.1 · Cited by 217 · see citing works
Conceptual Issues in the Study of Dynamic Hazard Warnings
Meyer, J. (2004) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/hfes.46.2.196.37335 · Cited by 216 · see citing works
Alarm effectiveness in driver-centred collision-warning systems
PARASURAMAN, R., HANCOCK, P. A., & OLOFINBOBA, O. (1997) · Ergonomics · doi:10.1080/001401397188224 · Cited by 205 · see citing works
Self-citationSarter, N. B., & Schroeder, B. (2001) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872001775870403 · Cited by 195 · see citing works
Lees, M. N., & Lee, J. D. (2007) · Ergonomics · doi:10.1080/00140130701318749 · Cited by 193 · see citing works
Sorkin, R. D., Kantowitz, B. H., & Kantowitz, S. C. (1988) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872088803000406 · Cited by 187 · see citing works
Inagaki, T. (2003) · Human factors and ergonomics · doi:10.1201/9781410607775.ch8 · Cited by 184 · see citing works
Adaptive Automation: Sharing and Trading of Control
Inagaki, T. (2001) · The Proceedings of the Transportation and Logistics Conference · doi:10.1299/jsmetld.2001.10.79 · Cited by 179 · see citing works
Modeling Strategic Behavior in Human-Automation Interaction: Why an "Aid" Can (and Should) Go Unused
Kirlik, A. (1993) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872089303500203 · Cited by 177 · see citing works
Parasuraman, R. (1987) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872088702900609 · Cited by 175 · see citing works
Self-citationWiener, E. L. (1988) · Human Factors in Aviation · doi:10.1016/b978-0-08-057090-7.50019-9 · Cited by 174 · see citing works
Design of a Cooperative Problem-Solving System for En-Route Flight Planning: An Empirical Evaluation
Layton, C. F., Smith, P. J., & McCoy, C. E. (1994) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872089403600106 · Cited by 158 · see citing works
Parasuraman, R., Galster, S. M., Squire, P., Furukawa, H., & Miller, C. (2005) · IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · doi:10.1109/tsmca.2005.850598 · Cited by 147 · see citing works
Self-citation(1992) · Defense Technical Information Center (DTIC) · Cited by 141 · see citing works
Self-citationMoray, N. P., & Inagaki, T. (2000) · Theoretical Issues in Ergonomics Science · doi:10.1080/14639220052399159 · Cited by 129 · see citing works
Yeh, M., & Wickens, C. D. (2001) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872001775870359 · Cited by 125 · see citing works
Self-citationOverview of the DARPA Augmented Cognition Technical Integration Experiment
St. John, M., Kobus, D. A., Morrison, J. G., & Schmorrow, D. (2004) · International Journal of Human-Computer Interaction · doi:10.1207/s15327590ijhc1702_2 · Cited by 124 · see citing works
Human Factors Barriers to the Effective Use of Ten HIV Clinical Reminders
Patterson, E. S., Nguyen, A. D., Halloran, J. P., & Asch, S. M. (2004) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1364 · Cited by 115 · see citing works
Imperfect In-Vehicle Collision Avoidance Warning Systems Can Aid Drivers
Maltz, M., & Shinar, D. (2004) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/hfes.46.2.357.37348 · Cited by 113 · see citing works
Workload and Reliability of Predictor Displays in Aircraft Traffic Avoidance
Wickens, C. D., Gempler, K., & Morphew, M. E. (2000) · Transportation Human Factors · doi:10.1207/sthf0202_01 · Cited by 111 · see citing works
Self-citationInvestigation of Alarm-Related Accidents and Incidents in Aviation
Bliss, J. P. (2003) · International Journal of Aviation Psychology · doi:10.1207/s15327108ijap1303_04 · Cited by 110 · see citing works
Adaptive Automation for Human-Robot Teaming in Future Command and Control Systems
Parasuraman, R., Barnes, M., Cosenzo, K. A., & Mulgund, S. S. (2007) · Cited by 104 · see citing works
Self-citationAnesthesia Alarms in Context: An Observational Study
Seagull, F. J., & Sanderson, P. M. (2001) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872001775992453 · Cited by 98 · see citing works
Yeh, M., Wickens, C. D., & Seagull, F. J. (1999) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872099779656752 · Cited by 92 · see citing works
Self-citationComparison of a Brain-Based Adaptive System and a Manual Adaptable System for Invoking Automation
Bailey, N. R., Scerbo, M. W., Freeman, F. G., Mikulka, P. J., & Scott, L. A. (2006) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872006779166280 · Cited by 91 · see citing works
The Effects of Participatory Mode and Task Workload on the Detection of Dynamic System Failures
Wickens, C. D., & Kessel, C. (1979) · IEEE Transactions on Systems Man and Cybernetics · doi:10.1109/tsmc.1979.4310070 · Cited by 89 · see citing works
Self-citationTaming Hal: designing interfaces beyond 2001
(2004) · Choice Reviews Online · doi:10.5860/choice.41-6575 · Cited by 89 · see citing works
Team Play with a Powerful and Independent Agent: A Full-Mission Simulation Study
Sarter, N. B., & Woods, D. D. (2000) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872000779698178 · Cited by 88 · see citing works
Cheok, A. D., Fong, S. W., Goh, K. H., Yang, X., Liu, W., & Farzbiz, F. (2003) · Annual Workshop on Network and Systems Support for Games (NetGames) · doi:10.1145/963900.963911 · Cited by 83 · see citing works
Automated fault-management in a simulated spaceflight micro-world.
Lorenz, B. W. J., Nocera, F. D., Röttger, S., & Parasuraman, R. (2002) · PubMed · Cited by 77 · see citing works
Self-citationWickens, C., & Colcombe, A. (2007) · Hum. Factors · doi:10.1518/001872007x230217 · Cited by 71 · see citing works
Self-citationStatus or Recommendation: Selecting the Type of Information for Decision Aiding
Crocoll, W. M., & Coury, B. G. (1990) · Proceedings of the Human Factors Society Annual Meeting · doi:10.1177/154193129003401922 · Cited by 68 · see citing works
Why Better Operators Receive Worse Warnings
Meyer, J., & Bitan, Y. (2002) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/0018720024497754 · Cited by 63 · see citing works
Reducing and Mitigating Human Error in Medicine
Morrow, D. G., North, R., & Wickens, C. (2005) · Reviews of Human Factors and Ergonomics · doi:10.1518/155723405783703019 · Cited by 60 · see citing works
Self-citationHeuristic Automation for Decluttering Tactical Displays
John, M. S., Smallman, H. S., Manes, D. I., Feher, B. A., & Morrison, J. G. (2005) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872005774860014 · Cited by 60 · see citing works
Age and automation interact to influence performance of a simulated luggage screening task.
Wiegmann, D. A., McCarley, J. S., Kramer, A. F., & Wickens, C. D. (2006) · PubMed · Cited by 55 · see citing works
Self-citationWickens, C. D., Dixon, S. R., Goh, J., & Hammer, B. (2005) · Journal of Bioresource Management · Cited by 50 · see citing works
Self-citationA connectionist model of complacency and adaptive recovery under automation.
Farrell, S., & Lewandowsky, S. (2000) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.26.2.395 · Cited by 44 · see citing works
Human Versus Automation in Responding to Failures: An Expected-Value Analysis
Sheridan, T. B., & Parasuraman, R. (2000) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872000779698123 · Cited by 43 · see citing works
Self-citationOrganizational-Historical Analysis of the “Failure to Respond to Alarm” Problems
Xiao, Y., Seagull, F. J., Nieves-Khouw, F., Barczak, N., & Perkins, S. B. (2004) · IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · doi:10.1109/tsmca.2004.836781 · Cited by 40 · see citing works
Augmented Cognition in Human–System Interaction
Schmorrow, D., Stanney, K. M., Wilson, G. F., & Young, P. M. (2006) · doi:10.1002/0470048204.ch52 · Cited by 39 · see citing works
Manzey, D., Bahner, J. E., & Hueper, A.-D. (2006) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/154193120605000303 · Cited by 33 · see citing works
Smith, K. C. S., Scallen, S. F., Knecht, W. R., & Hancock, P. A. (1998) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872098779480604 · Cited by 32 · see citing works
Neuroergonomics: Applications of Neuroscience to Human Factors
Kramer, A. F., & Parasuraman, R. (2009) · Cambridge University Press eBooks · doi:10.1017/cbo9780511546396.030 · Cited by 26 · see citing works
Self-citationScerbo, M. W. (2006) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195177619.003.0016 · Cited by 21 · see citing works
Monitoring Automation Failures: Effects of Single and Multi-Adaptive Function Allocation
Mouloua, M., Parasuraman, R., & Molloy, R. (1993) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/154193129303700102 · Cited by 19 · see citing works
Self-citationAutomation and decision support in interactive consumer products
Sauer, J., & Rüttinger, B. (2007) · Ergonomics · doi:10.1080/00140130701254266 · Cited by 16 · see citing works
The Human Side of Automation: Lessons for Air Defense Command and Control
Hawkley, J. K., Mares, A. L., & Giammanco, C. A. (2005) · doi:10.21236/ada431964 · Cited by 15 · see citing works
Human Factors Analysis of Safety Alerts in Air Traffic Control.
Allendoerfer, K. R., Friedman-Berg, F., & Pai, S. (2007) · Cited by 15 · see citing works
Human vs. Automation in Responding to Failures: An Expected-Value Analysis
Sheridan, T. B., & Parasuraman, R. (2000) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/154193120004401301 · Cited by 11 · see citing works
Self-citationDeveloping a Pilot-Centered Autoflight Interface
Riley, V. A. (2000) · SAE technical papers on CD-ROM/SAE technical paper series · doi:10.4271/2000-01-5598 · Cited by 7 · see citing works
Safety recommendation A-06-44 through -47
(2006) · Aircraft Engineering and Aerospace Technology · doi:10.1108/aeat.2006.12778fab.019 · Cited by 1 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Dwivedi, Y. K., Hughes, L., Ismagilova, E., Aarts, G., Coombs, C., Crick, T., Duan, Y., Dwivedi, R., Edwards, J., Eirug, A., et al. (2021) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2019.08.002 · Cited by 4,611 · see citing works
“For example, information processing tasks comprise of (1) information acquisition; (2) information analysis; (3) decision and action selection; and (4) action implementation (Parasuraman & Wickens, 2008).”
BackgroundComplacency and Bias in Human Use of Automation: An Attentional Integration
Parasuraman, R., & Manzey, D. H. (2010) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720810376055 · Cited by 1,710 · see citing works
Self-citationToward a Framework for Levels of Robot Autonomy in Human-Robot Interaction
Beer, J. M., Fisk, A. D., & Rogers, W. A. (2014) · Journal of Human-Robot Interaction · doi:10.5898/jhri.3.2.beer · Cited by 636 · see citing works
Human–Autonomy Teaming: A Review and Analysis of the Empirical Literature
O’Neill, T., McNeese, N. J., Barron, A. H., & Schelble, B. G. (2020) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720820960865 · Cited by 623 · see citing works
Haptic shared control: smoothly shifting control authority?
Abbink, D. A., Mulder, M., & Boer, E. R. (2011) · Cognition Technology & Work · doi:10.1007/s10111-011-0192-5 · Cited by 525 · see citing works
Lee, S., & Choi, J. (2017) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2017.02.005 · Cited by 388 · see citing works
Wickens, C. D. (2008) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872008x288420 · Cited by 338 · see citing works
Self-citationA Topology of Shared Control Systems—Finding Common Ground in Diversity
Abbink, D. A., Carlson, T., Mulder, M., de Winter, J., Aminravan, F., Gibo, T. L., & Boer, E. R. (2018) · IEEE Transactions on Human-Machine Systems · doi:10.1109/thms.2018.2791570 · Cited by 303 · see citing works
Affective Processes in Human–Automation Interactions
Merritt, S. M. (2011) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720811411912 · Cited by 260 · see citing works
Alterations in cognitive performance during passive hyperthermia are task dependent
Gaoua, N., Racinais, S., Grantham, J., & El Massioui, F. (2011) · International Journal of Hyperthermia · doi:10.3109/02656736.2010.516305 · Cited by 234 · see citing works
Automated driving: Safety blind spots
Noy, I. Y., Shinar, D., & Horrey, W. J. (2017) · Safety Science · doi:10.1016/j.ssci.2017.07.018 · Cited by 230 · see citing works
Tossell, C. C., Tenhundfeld, N. L., Momen, A., Cooley, K., & de Visser, E. J. (2024) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2024.3355015 · Cited by 218 · see citing works
Complexity-based task allocation in human-robot collaborative assembly
Malik, A. A., & Bilberg, A. (2019) · Industrial Robot the international journal of robotics research and application · doi:10.1108/ir-11-2018-0231 · Cited by 182 · see citing works
Keep the driver in control: Automating automobiles of the future
Banks, V. A., & Stanton, N. A. (2015) · Applied Ergonomics · doi:10.1016/j.apergo.2015.06.020 · Cited by 147 · see citing works
Effects of movement speed and predictability in human–robot collaboration
Koppenborg, M., Nickel, P., Naber, B., Lungfiel, A., & Huelke, M. (2017) · Human Factors and Ergonomics in Manufacturing & Service Industries · doi:10.1002/hfm.20703 · Cited by 143 · see citing works
Ironies of Automation: Still Unresolved After All These Years
Strauch, B. (2017) · IEEE Transactions on Human-Machine Systems · doi:10.1109/thms.2017.2732506 · Cited by 139 · see citing works
Work design in future industrial production: Transforming towards cyber-physical systems
Waschull, S., Bokhorst, J. A. C., Molleman, E., & Wortmann, J. C. (2020) · Computers & Industrial Engineering · doi:10.1016/j.cie.2019.01.053 · Cited by 124 · see citing works
Human Reliance on Machine Learning Models When Performance Feedback is Limited: Heuristics and Risks
Lu, Z., & Yin, M. (2021) · Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445562 · Cited by 131 · see citing works
Matthews, G., Hancock, P., Lin, J., Panganiban, A., Reinerman-Jones, L., Szalma, J., & Wohleber, R. W. (2021) · Personality and Individual Differences · doi:10.1016/j.paid.2020.109969 · Cited by 91 · see citing works
System reliability, performance and trust in adaptable automation.
Chavaillaz, A., Wastell, D., & Sauer, J. S. (2016) · Applied Ergonomics · doi:10.1016/j.apergo.2015.07.012 · Cited by 102 · see citing works
Cognition, Technology, and Organizational Limits: Lessons from the Air France 447 Disaster
Oliver, N., Calvard, T. S., & Potočnik, K. (2017) · Organization Science · doi:10.1287/orsc.2017.1138 · Cited by 104 · see citing works
Evaluating Cobots for Final Assembly
Fast–Berglund, Å., Palmkvist, F., Nyqvist, P., Ekered, S., & Åkerman, M. (2016) · Procedia CIRP · doi:10.1016/j.procir.2016.02.114 · Cited by 103 · see citing works
Cognitive conflict in human-automation interactions: a psychophysiological study.
Dehais, F., Causse, M., Vachon, F., & Tremblay, S. (2012) · Applied Ergonomics · doi:10.1016/j.apergo.2011.09.004 · Cited by 91 · see citing works
Balfe, N., Sharples, S., & Wilson, J. R. (2014) · Applied Ergonomics · doi:10.1016/j.apergo.2014.08.002 · Cited by 87 · see citing works
Szafir, D. J., & Mutlu, B. (2013) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2470654.2466128 · Cited by 82 · see citing works
Understanding human management of automation errors
McBride, S. E., Rogers, W. A., & Fisk, A. D. (2014) · Theoretical Issues in Ergonomics Science · doi:10.1080/1463922x.2013.817625 · Cited by 82 · see citing works
A survey on hybrid human-artificial intelligence for autonomous driving
Ning, H., Yin, R., Ullah, A., & Shi, F. (2022) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2021.3074695 · Cited by 84 · see citing works
Reconfiguring and ramping-up ventilator production in the face of COVID-19: Can robots help?
Malik, A. A., Masood, T., & Kousar, R. (2020) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2020.09.008 · Cited by 79 · see citing works
Adaptable (Not Adaptive) Automation: Forefront of Human–Automation Teaming
Calhoun, G. L. (2021) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/00187208211037457 · Cited by 79 · see citing works
Cognitive automation strategy for reconfigurable and sustainable assembly systems
Fast–Berglund, Å., & Stahre, J. (2013) · Assembly Automation · doi:10.1108/aa-12-2013-036 · Cited by 75 · see citing works
Understanding the impact of control levels over emotion-aware chatbots
Benke, I., Gnewuch, U., & Maedche, A. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.107122 · Cited by 76 · see citing works
Kumar, A., McMahon, G., Reid, T., & Jain, N. (2020) · IEEE Control Systems · doi:10.1109/mcs.2020.3019151 · Cited by 58 · see citing works
Xu, J., Kim, L., Deitermann, A. M., & Montague, E. N. H. (2014) · Applied Ergonomics · doi:10.1016/j.apergo.2014.04.012 · Cited by 73 · see citing works
Mitigation of Conflicts with Automation
Dehais, F., Causse, M., & Tremblay, S. (2011) · Hum. Factors · doi:10.1177/0018720811418635 · Cited by 51 · see citing works
Hancock, G. M., Longo, L., Young, M. S., & Hancock, P. A. (2021) · Wiley eBooks · doi:10.1002/9781119636113.ch7 · Cited by 70 · see citing works
Designing automation for complex work environments under different levels of stress
Sauer, J., Nickel, P., & Wastell, D. G. (2012) · Applied Ergonomics · doi:10.1016/j.apergo.2012.05.008 · Cited by 66 · see citing works
Karjalainen, S. (2013) · Energy and Buildings · doi:10.1016/j.enbuild.2013.05.043 · Cited by 62 · see citing works
Borojeni, S. S., Weber, L., Heuten, W., & Boll, S. (2018) · International Conference on Human-Computer Interaction with Mobile Devices and Services (MobileHCI) · doi:10.1145/3229434.3229464 · Cited by 62 · see citing works
The Role of Trust as a Mediator Between System Characteristics and Response Behaviors
Chancey, E. T., Bliss, J. P., Proaps, A. B., & Madhavan, P. (2015) · Hum. Factors · doi:10.1177/0018720815582261 · Cited by 61 · see citing works
Walker, G., Stanton, N., & Salmon, P. (2016) · International Journal of Vehicle Design · doi:10.1504/ijvd.2016.074419 · Cited by 57 · see citing works
Hattenschwiler, N., Sterchi, Y., Mendes, M., & Schwaninger, A. (2018) · Applied Ergonomics · doi:10.1016/j.apergo.2018.05.003 · Cited by 54 · see citing works
Industry 4.0: defining the research agenda
Erro‐Garcés, A. (2019) · Benchmarking An International Journal · doi:10.1108/bij-12-2018-0444 · Cited by 65 · see citing works
Rovira, E., & Parasuraman, R. (2010) · Hum. Factors · doi:10.1177/0018720810375692 · Cited by 59 · see citing works
Self-citationAutopilot, Mind Wandering, and the Out of the Loop Performance Problem
Gouraud, J., Arnaud Delorme, A., & Berberian, B. (2017) · Frontiers in Neuroscience · doi:10.3389/fnins.2017.00541 · Cited by 59 · see citing works
Task-model based assessment of automation levels: Application to space ground segments
Martinie, C., Palanque, P. A., Barboni, É., & Ragosta, M. (2011) · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics · doi:10.1109/icsmc.2011.6084173 · Cited by 58 · see citing works
Designing for Human-Centered Systems: Situational Risk as a Factor of Trust in Automation
Perkins, L., Miller, J. E., Hashemi, A., & Burns, G. N. (2010) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/154193121005402502 · Cited by 58 · see citing works
Human–automation teams and adaptable control for future air traffic management
Langan‐Fox, J., Canty, J. M., & Sankey, M. J. (2009) · International Journal of Industrial Ergonomics · doi:10.1016/j.ergon.2009.04.002 · Cited by 56 · see citing works
Rovira, E. M., McLaughlin, A. C., Pak, R., & High, L. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00800 · Cited by 57 · see citing works
A risk model for autonomous marine systems and operation focusing on human–autonomy collaboration
Thieme, C. A., & Utne, I. B. (2017) · Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability · doi:10.1177/1748006x17709377 · Cited by 55 · see citing works
What factors predict the type of person who is willing to fly in an autonomous commercial airplane?
Rice, S. C., Winter, S. R., Mehta, R., & Ragbir, N. K. (2019) · Journal of Air Transport Management · doi:10.1016/j.jairtraman.2018.12.008 · Cited by 57 · see citing works
How Can Physiological Computing Benefit Human-Robot Interaction?
Roy, R. N., Drougard, N., Gateau, T., Dehais, F., & Chanel, C. P. C. (2020) · Robotics · doi:10.3390/robotics9040100 · Cited by 53 · see citing works
Cumulative Knowledge and Progress in Human Factors
Proctor, R. W., & Vu, K. L. (2009) · Annual Review of Psychology · doi:10.1146/annurev.psych.093008.100325 · Cited by 52 · see citing works
Human factors engineering in aircraft maintenance: a review
Shanmugam, A., & Robert, T. P. (2015) · Journal of Quality in Maintenance Engineering · doi:10.1108/jqme-05-2013-0030 · Cited by 50 · see citing works
A comparison of adaptive and adaptable automation under different levels of environmental stress
Sauer, J., Kao, C.-S., & Wastell, D. G. (2012) · Ergonomics · doi:10.1080/00140139.2012.676673 · Cited by 50 · see citing works
An extension of the theory of technology dominance: Capturing the underlying causal complexity
Sutton, S., Arnold, V., & Holt, M. (2023) · International Journal of Accounting Information Systems · doi:10.1016/j.accinf.2023.100626 · Cited by 32 · see citing works
Stages and Levels of Automation in Support of Space Teleoperations
Li, H., Wickens, C. D., Sarter, N. B., & Sebok, A. L. (2014) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720814522830 · Cited by 47 · see citing works
Self-citationThe out-of-the-loop Brain: A neuroergonomic approach of the human automation interaction
Berberian, B., Somon, B., Sahaï, A., & Gouraud, J. (2017) · Annual Reviews in Control · doi:10.1016/j.arcontrol.2017.09.010 · Cited by 44 · see citing works
Quantifying the effectiveness of an alarm management system through human factors studies
Adhitya, A., Cheng, S. F., Lee, Z., & Srinivasan, R. (2014) · Computers & Chemical Engineering · doi:10.1016/j.compchemeng.2014.03.013 · Cited by 46 · see citing works
Wohleber, R. W., Matthews, G., Lin, J., Szalma, J., Calhoun, G., Funke, G., Chiu, C., & Ruff, H. (2018) · Hum. Factors · doi:10.1177/0018720818799468 · Cited by 42 · see citing works
Intuitive Cognition and Models of Human–Automation Interaction
Patterson, R. (2017) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720816659796 · Cited by 51 · see citing works
Toward Adaptive Trust Calibration for Level 2 Driving Automation
Akash, K., Jain, N., & Misu, T. (2020) · INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION · doi:10.1145/3382507.3418885 · Cited by 48 · see citing works
Chialastri, A. (2012) · InTech eBooks · doi:10.5772/49949 · Cited by 44 · see citing works
Huegli, D., Merks, S., & Schwaninger, A. (2020) · Applied Ergonomics · doi:10.1016/j.apergo.2020.103094 · Cited by 38 · see citing works
Using Engagement to Negate Vigilance Decrements in the NextGen Environment
Pop, V. L., Stearman, E. J., Kazi, S., & Durso, F. T. (2012) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2012.634759 · Cited by 42 · see citing works
Discovering the Sweet Spot of Human-Computer Configurations
Mackeprang, M., Müller-Birn, C., & Stauss, M. T. (2019) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3359297 · Cited by 41 · see citing works
Toward Adaptive Driving Styles for Automated Driving with Users' Trust and Preferences
Natarajan, M., Akash, K., & Misu, T. (2022) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1109/hri53351.2022.9889313 · Cited by 42 · see citing works
Automated UAV tasks for search and surveillance
Kingston, D. B., Rasmussen, S., & Humphrey, L. R. (2016) · The proceedings of the IEEE Conference on Control Applications/The proceedings of the ... IEEE Conference on Control Applications · doi:10.1109/cca.2016.7587813 · Cited by 41 · see citing works
Adaptive automation: Status of research and future challenges
Bernabei, M., & Costantino, F. (2024) · Robotics Comput. Integr. Manuf. · doi:10.1016/j.rcim.2024.102724 · Cited by 39 · see citing works
Prospective memory in an air traffic control simulation: External aids that signal when to act.
Loft, S., Smith, R. E., & Bhaskara, A. (2011) · Journal of Experimental Psychology: Applied · doi:10.1037/a0022845 · Cited by 40 · see citing works
Pak, R., Rovira, E. M., McLaughlin, A. C., & Baldwin, N. K. (2016) · Theoretical Issues in Ergonomics Science · doi:10.1080/1463922x.2016.1175523 · Cited by 40 · see citing works
Fletcher, S., & Webb, P. (2017) · International series on intelligent systems, control and automation: science and engineering · doi:10.1007/978-3-319-46667-5_12 · Cited by 40 · see citing works
van Lambalgen, R. M. (2012) · Data Archiving and Networked Services (DANS) · Cited by 40 · see citing works
Design Guidelines for Reliability Communication in Autonomous Vehicles
Faltaous, S., Baumann, M. R. K., Schneegaß, S., & Chuang, L. L. (2018) · International Conference on Automotive User Interfaces and Interactive Vehicular Applications (AutomotiveUI) · doi:10.1145/3239060.3239072 · Cited by 39 · see citing works
Michailovs, S., Visser, T. A. W., Huf, S., & Loft, S. D. (2017) · Journal of Experimental Psychology Applied · doi:10.1037/xap0000126 · Cited by 37 · see citing works
The role of automation in reducing stress and negative affect while driving
Cottrell, N., & Barton, B. K. (2011) · Theoretical Issues in Ergonomics Science · doi:10.1080/1464536x.2011.573011 · Cited by 37 · see citing works
Where’s the Emotion? How Sport Psychology Can Inform Research on Emotion in Human Factors
Eccles, D. W., Ward, P., Woodman, T., Janelle, C. M., Scanff, C. L., Ehrlinger, J. M., Castanier, C., & Coombes, S. A. (2011) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720811403731 · Cited by 40 · see citing works
Müller, R. (2024) · International journal of human computer interactions · doi:10.1080/10447318.2024.2381929 · Cited by 39 · see citing works
A function-to-task process model for adaptive automation system design
Bindewald, J. M., Miller, M. E., & Peterson, G. L. (2014) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2014.07.004 · Cited by 36 · see citing works
Trust in Management Information Systems (MIS)
Meeßen, S. M., Thielsch, M. T., & Hertel, G. (2019) · Zeitschrift für Arbeits- und Organisationspsychologie A&O · doi:10.1026/0932-4089/a000306 · Cited by 37 · see citing works
Tipping point: The narrow path between automation acceptance and rejection in air traffic management
Bekier, M., Molesworth, B., & Williamson, A. (2012) · Safety Science · doi:10.1016/j.ssci.2011.08.059 · Cited by 43 · see citing works
Human–machine interaction theories and lane departure warnings
Navarro, J. (2016) · Theoretical Issues in Ergonomics Science · doi:10.1080/1463922x.2016.1243274 · Cited by 34 · see citing works
Wilson, K., Helton, W. S., & Wiggins, M. W. (2012) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1204 · Cited by 34 · see citing works
Systemic Oversimplification Limits the Potential for Human-AI Partnership
Metcalfe, J. S., Perelman, B. S., Boothe, D. L., & McDowell, K. (2021) · IEEE Access · doi:10.1109/access.2021.3078298 · Cited by 35 · see citing works
Lynch, K. M., Banks, V. A., Roberts, A. P. J., Radcliffe, S., & Plant, K. L. (2022) · Theoretical Issues in Ergonomics Science · doi:10.1080/1463922x.2022.2152900 · Cited by 35 · see citing works
Specifying autonomy in the Internet of Things: the autonomy model and notation
Janiesch, C., Fischer, M., Winkelmann, A., & Nentwich, V. (2018) · Information Systems and e-Business Management · doi:10.1007/s10257-018-0379-x · Cited by 33 · see citing works
Dillmann, J., Hartigh, R. J. R. D., Kurpiers, C., Pelzer, J., Raisch, F., Cox, R. F. A., & de Waard, D. (2021) · Accident Analysis & Prevention · doi:10.1016/j.aap.2021.106397 · Cited by 33 · see citing works
Reinerman-Jones, L., Hughes, N., D’Agostino, A., & Matthews, G. (2018) · International Journal of Industrial Ergonomics · doi:10.1016/j.ergon.2018.12.001 · Cited by 30 · see citing works
Chanel, C. P. C., Roy, R. N., Dehais, F., & Drougard, N. (2020) · Sensors · doi:10.3390/s20010296 · Cited by 32 · see citing works
Multiscale approach to the security of hardware supply chains for energy systems
Lambert, J. H., Keisler, J. M., Wheeler, W. E., Collier, Z. A., & Linkov, I. (2013) · Environment Systems & Decisions · doi:10.1007/s10669-013-9465-2 · Cited by 30 · see citing works
Thakuri, P. K., Alkki, L., & Aarikka‐Stenroos, L. (2024) · R and D Management · doi:10.1111/radm.12744 · Cited by 44 · see citing works
Corver, S., & Aneziris, O. N. (2014) · Safety Science · doi:10.1016/j.ssci.2014.07.018 · Cited by 29 · see citing works
Vu, K. L., Strybel, T. Z., Battiste, V., Lachter, J., Dao, A.-Q. V., Brandt, S. L., Ligda, S. V., & Johnson, W. W. (2012) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2012.634761 · Cited by 28 · see citing works
Inappropriate trust in technology: implications for critical care nurses
Browne, M., & Cook, P. A. (2011) · Nursing in Critical Care · doi:10.1111/j.1478-5153.2010.00407.x · Cited by 27 · see citing works
Automation-Level Transference Effects in Simulated Multiple Unmanned Aerial Vehicle Control
Calhoun, G. L., Ruff, H. A., Draper, M. H., & Wright, E. J. (2011) · Journal of Cognitive Engineering and Decision Making · doi:10.1177/1555343411399069 · Cited by 27 · see citing works
van de Merwe, K., Oprins, E. A. P. B., Eriksson, F., & van der Plaat, A. (2012) · International Journal of Aviation Psychology · doi:10.1080/10508414.2012.663241 · Cited by 27 · see citing works
Adaptable automation for a more human-centered work design? Effects on human perception and behavior
Rieth, M., Onnasch, L., & Hagemann, V. (2024) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2024.103246 · Cited by 27 · see citing works
The Impact of Automation Assisted Aircraft Separation on Situation Awareness
Dao, A.-Q. V., Brandt, S. L., Battiste, V., Vu, K. L., Strybel, T. Z., & Johnson, W. W. (2009) · Lecture notes in computer science · doi:10.1007/978-3-642-02559-4_80 · Cited by 26 · see citing works
Workload Is Multidimensional, Not Unitary: What Now?
Matthews, G., Reinerman-Jones, L., Wohleber, R. W., Lin, J., Mercado, J., & Abich, J. (2015) · Lecture notes in computer science · doi:10.1007/978-3-319-20816-9_5 · Cited by 27 · see citing works
Bernhaupt, R., Cronel, M., Manciet, F., Martinie, C., & Palanque, P. A. (2015) · International Conference on Application and Theory of Automation in Command and Control Systems (ATACCS) · doi:10.1145/2899361.2899375 · Cited by 26 · see citing works
Gateau, T., Chanel, C. P. C., Le, M.-H., & Dehais, F. (2016) · IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) · doi:10.1109/iros.2016.7759646 · Cited by 26 · see citing works
- Authors
- Parasuraman, R., & Wickens, C. D.
- Affiliations
- George Mason University (US)
- Alion Science and Technology (United States) (US)
- Venue
- Human Factors: The Journal of the Human Factors and Ergonomics Society
- Publisher
- SAGE Publications
- Published
- 2008-06
- Volume
- 50
- Issue
- 3
- Pages
- 511-520
- ISSN
- 0018-7208 (ISSN-L)
- 1547-8181
- OpenAlex
- W2043515850
- Cited by
- 401
- References
- 102
- Citations by year
- 2026: 18 · 2025: 24 · 2024: 17 · 2023: 19 · 2022: 19 · 2021: 34 · 2020: 29 · 2019: 22 · 2018: 16 · 2017: 21 · 2016: 30 · 2015: 24 · 2014: 17 · 2013: 23 · 2012: 30
- FWCI
- 25.87
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Human Factors The Journal of the Human Factors and Ergonomics Society (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Social Psychology › Human-Automation Interaction and Safety
- Social Sciences › Psychology › Social Psychology › Social Robot Interaction and HRI
- Physical Sciences › Computer Science › Human-Computer Interaction › Usability and User Interface Design
- Keywords
- human-automation interaction, levels of automation, reliance on automation, adaptive automation, operator trust, false alarms, situational awareness, workload, safety-critical systems, automation design
- MeSH terms
- Automation, Humans, Ergonomics, Man-Machine Systems, Research
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