{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,23]],"date-time":"2026-05-23T07:06:01Z","timestamp":1779519961058,"version":"3.53.1"},"reference-count":46,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,5,19]],"date-time":"2026-05-19T00:00:00Z","timestamp":1779148800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000780","name":"European Commission","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000780","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Computers &amp; Industrial Engineering"],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1016\/j.cie.2026.112061","type":"journal-article","created":{"date-parts":[[2026,4,25]],"date-time":"2026-04-25T15:40:21Z","timestamp":1777131621000},"page":"112061","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Usability and acceptance of a human-centric assistive technology: the role of task repetition and individual abilities"],"prefix":"10.1016","volume":"217","author":[{"given":"Erika","family":"Vuolo","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9792-4506","authenticated-orcid":false,"given":"Andrea","family":"Lucchese","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8678-4771","authenticated-orcid":false,"given":"Salvatore","family":"Digiesi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Giorgio","family":"Mossa","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.cie.2026.112061_b0005","series-title":"Multiple regression: Testing and interpreting interactions","author":"Aiken","year":"1991"},{"key":"10.1016\/j.cie.2026.112061_b0010","series-title":"Structural equations with latent variables","author":"Bollen","year":"1989"},{"key":"10.1016\/j.cie.2026.112061_b0015","doi-asserted-by":"crossref","DOI":"10.1155\/2018\/9502692","article-title":"Designing a Human Machine Interface for Quality Assurance in Car Manufacturing: An Attempt to Address the \u201cfunctionality versus User Experience Contradiction\u201d in Professional Production Environments","volume":"2018","author":"Borisov","year":"2018","journal-title":"Advances in Human-Computer Interaction"},{"key":"10.1016\/j.cie.2026.112061_b0020","doi-asserted-by":"crossref","DOI":"10.1016\/j.compind.2021.103429","article-title":"Wearable and interactive mixed reality solutions for fault diagnosis and assistance in manufacturing systems: Implementation and testing in an aseptic bottling line","volume":"128","author":"Bottani","year":"2021","journal-title":"Computers in Industry"},{"key":"10.1016\/j.cie.2026.112061_b0025","article-title":"SUS: A Quick and Dirty Usability Scale","author":"Brooke","year":"1996","journal-title":"Usability Evaluation in Industry"},{"key":"10.1016\/j.cie.2026.112061_b0030","doi-asserted-by":"crossref","unstructured":"B\u00fcttner, S., Prilla, M., & R\u00f6cker, C. (2020, April 21). Augmented Reality Training for Industrial Assembly Work - Are Projection-based AR Assistive Systems an Appropriate Tool for Assembly Training? Conference on Human Factors in Computing Systems - Proceedings. https:\/\/doi.org\/10.1145\/3313831.3376720.","DOI":"10.1145\/3313831.3376720"},{"issue":"14","key":"10.1016\/j.cie.2026.112061_b0035","article-title":"Technological Acceptance of Industry 4.0 by students from Rural areas","volume":"11","author":"Castillo-Vergara","year":"2022","journal-title":"Electronics (Switzerland)"},{"key":"10.1016\/j.cie.2026.112061_b0045","first-page":"1","article-title":"On the way to Realize the 5th Industrial Revolution: Achievements, challenges and Research areas. NOMS 2023-2023 IEEE\/IFIP Network Operations and Management Symposium","volume":"2023","author":"Dimirakopoulos","year":"2023","journal-title":"Miami, FL, USA"},{"issue":"1","key":"10.1016\/j.cie.2026.112061_b0050","doi-asserted-by":"crossref","first-page":"226","DOI":"10.1515\/edu-2020-0157","article-title":"The Relationship between Problem-solving skills and Planning Ability by using Tower of London Test","volume":"3","author":"Elbistan","year":"2021","journal-title":"Open Education Studies"},{"key":"10.1016\/j.cie.2026.112061_b0055","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1016\/j.procir.2024.10.095","article-title":"Intersubjective AI-driven multimodal interaction for advanced user-centric HRC applications - the JARVIS approach","volume":"130","author":"Gkrizis","year":"2024","journal-title":"Procedia CIRP"},{"key":"10.1016\/j.cie.2026.112061_b0060","doi-asserted-by":"crossref","first-page":"24796","DOI":"10.1109\/ACCESS.2021.3056752","article-title":"A Framework for Extended reality System Development in Manufacturing","volume":"9","author":"Gong","year":"2021","journal-title":"IEEE Access"},{"issue":"3","key":"10.1016\/j.cie.2026.112061_b0065","article-title":"Immersive mixed reality for Manufacturing Training","volume":"4","author":"Gonzalez-Franco","year":"2017","journal-title":"Frontiers in Robotics and AI"},{"key":"10.1016\/j.cie.2026.112061_b0070","doi-asserted-by":"crossref","unstructured":"Gualtieri, L., Rauch, E., & Vidoni, R. (2021). Emerging research fields in safety and ergonomics in industrial collaborative robotics: A systematic literature review. In Robotics and Computer-Integrated Manufacturing (Vol. 67). Elsevier Ltd. https:\/\/doi.org\/10.1016\/j.rcim.2020.101998.","DOI":"10.1016\/j.rcim.2020.101998"},{"key":"10.1016\/j.cie.2026.112061_b0075","series-title":"A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM)","author":"Hair","year":"2021"},{"key":"10.1016\/j.cie.2026.112061_b0080","article-title":"The elements of Statistical Learning: Data Mining, Inference, and Prediction","author":"Hastie","year":"2009","journal-title":"Springer Series in Statistics"},{"issue":"12","key":"10.1016\/j.cie.2026.112061_b0085","article-title":"Gauging the Technology Acceptance of Manufacturing employees: A New measure for Pre-Implementation","volume":"16","author":"Haynes","year":"2024","journal-title":"Sustainability (Switzerland)"},{"issue":"3","key":"10.1016\/j.cie.2026.112061_b0090","doi-asserted-by":"crossref","first-page":"462","DOI":"10.1016\/j.cogbrainres.2004.04.002","article-title":"The impact of problem structure on planning: Insights from the Tower of London task","volume":"20","author":"Kaller","year":"2004","journal-title":"Cognitive Brain Research"},{"key":"#cr-split#-10.1016\/j.cie.2026.112061_b0100.1","doi-asserted-by":"crossref","unstructured":"Loch, F., Quint, F., & Brishtel, I. (2016). Comparing video and augmented reality assistance in manual assembly. 12th International Conference on Intelligent Environments","DOI":"10.1109\/IE.2016.31"},{"key":"#cr-split#-10.1016\/j.cie.2026.112061_b0100.2","doi-asserted-by":"crossref","unstructured":"(IE) 2016, London, UK, 2016, pp. 147-150. https:\/\/doi.org\/10.1109\/IE.2016.31.","DOI":"10.1109\/IE.2016.31"},{"key":"10.1016\/j.cie.2026.112061_b0105","doi-asserted-by":"crossref","unstructured":"Lohmoller, J.-B., Berlin, S.-V., & Gmbh, H. (1989). Latent Variable Path Modeling with Partial Least Squares. https:\/\/doi.org\/https:\/\/doi.org\/10.1007\/978-3-642-52512-4.","DOI":"10.1007\/978-3-642-52512-4"},{"key":"10.1016\/j.cie.2026.112061_b0110","unstructured":"Mankins, J. C. (1995). Technology Readiness Levels. A White Paper, Advanced Concepts Office, Office of Space Access and Technology, NASA.."},{"issue":"9\u201310","key":"10.1016\/j.cie.2026.112061_b0120","doi-asserted-by":"crossref","first-page":"4941","DOI":"10.1007\/s00170-024-14777-0","article-title":"An Augmented reality tool to support Industry 5.0 operators in product assembly activities","volume":"135","author":"Marino","year":"2024","journal-title":"International Journal of Advanced Manufacturing Technology"},{"key":"10.1016\/j.cie.2026.112061_b0125","series-title":"Industrial assistance systems to enhance human-machine interaction and operator\u2019s capabilities in assembly. In Implementing Industry 4.0 in SMEs: Concepts, examples and applications","first-page":"129","author":"Mark","year":"2021"},{"issue":"5","key":"10.1016\/j.cie.2026.112061_b0130","article-title":"Adaptive Augmented reality Architecture for Optimising Assistance and Safety in Industry 4.0. big Data and Cognitive","volume":"9","author":"Morales M\u00e9ndez","year":"2025","journal-title":"Computing"},{"key":"10.1016\/j.cie.2026.112061_b0135","doi-asserted-by":"crossref","unstructured":"Nikiforidis, K., Kyrtsoglou, A., Vafeiadis, T., Kotsiopoulos, T., Nizamis, A., Ioannidis, D., Votis, K., Tzovaras, D., & Sarigiannidis, P. (2025). Enhancing transparency and trust in AI-powered manufacturing: A survey of explainable AI (XAI) applications in smart manufacturing in the era of industry 4.0\/5.0. In ICT Express (Vol. 11, Number 1, pp. 135\u2013148). Korean Institute of Communications and Information Sciences. https:\/\/doi.org\/10.1016\/j.icte.2024.12.001.","DOI":"10.1016\/j.icte.2024.12.001"},{"issue":"1","key":"10.1016\/j.cie.2026.112061_b0140","doi-asserted-by":"crossref","first-page":"791","DOI":"10.1007\/s10639-020-10418-7","article-title":"User acceptance of augmented reality welding simulator in engineering training","volume":"27","author":"Papakostas","year":"2022","journal-title":"Education and Information Technologies"},{"issue":"2","key":"10.1016\/j.cie.2026.112061_b0145","doi-asserted-by":"crossref","first-page":"579","DOI":"10.1080\/713755977","article-title":"Mental planning and the Tower of London task","volume":"54","author":"Phillips","year":"2001","journal-title":"The Quarterly Journal of Experimental Psychology A"},{"issue":"10","key":"10.1016\/j.cie.2026.112061_b0150","doi-asserted-by":"crossref","first-page":"3344","DOI":"10.1109\/TEM.2021.3093833","article-title":"Augmented reality in Manufacturing: Exploring Workers\u2019 Perceptions of Barriers","volume":"70","author":"Schein","year":"2023","journal-title":"IEEE Transactions on Engineering Management"},{"key":"10.1016\/j.cie.2026.112061_b0155","doi-asserted-by":"crossref","first-page":"660","DOI":"10.1016\/j.jmsy.2020.12.012","article-title":"Human acceptance evaluation of AR-assisted assembly scenarios","volume":"61","author":"Schuster","year":"2021","journal-title":"Journal of Manufacturing Systems"},{"key":"10.1016\/j.cie.2026.112061_b0160","article-title":"Specific Impairments of Planning","volume":"199\u2013209","author":"Shallice","year":"1982","journal-title":"Philosophical Transactions B"},{"issue":"11","key":"10.1016\/j.cie.2026.112061_b0165","doi-asserted-by":"crossref","first-page":"2322","DOI":"10.1108\/EJM-02-2019-0189","article-title":"Predictive model assessment in PLS-SEM: Guidelines for using PLSpredict","volume":"53","author":"Shmueli","year":"2019","journal-title":"European Journal of Marketing"},{"key":"10.1016\/j.cie.2026.112061_b0170","article-title":"Cross-Validatory Choice and Assessment of Statistical predictions. In","volume":"Vol. 36, Number 2","author":"Stone","year":"1974","journal-title":"Journal of the Royal Statistical Society. Series B (Methodological)"},{"key":"10.1016\/j.cie.2026.112061_b0175","doi-asserted-by":"crossref","unstructured":"Tan, B. S., Chong, T. J., & Chew, Y. Y. (2024). Usability Study of Augmented Reality Training Application for Can Manufacturing Company. 3rd International Conference on Digital Transformation and Applications (ICDXA), Kuala Lumpur, Malaysia, 2024, pp. 27-32. https:\/\/doi.org\/10.1109\/ICDXA61007.2024.10470633.","DOI":"10.1109\/ICDXA61007.2024.10470633"},{"issue":"3","key":"10.1016\/j.cie.2026.112061_b0180","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1037\/h0061266","article-title":"The Purdue pegboard; norms and studies of reliability and validity","volume":"32","author":"Tiffin","year":"1948","journal-title":"Journal of Applied Psycholgy."},{"key":"10.1016\/j.cie.2026.112061_b0185","doi-asserted-by":"crossref","unstructured":"Tseng, Y.C., Chang, K.Y., Liu, P.L., Chang, C.C. (2017). Applying the purdue pegboard to evaluate precision assembly performance. IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), Singapore, 2017, pp. 1179-1183. https:\/\/doi.org\/10.1109\/IEEM.2017.8290078.","DOI":"10.1109\/IEEM.2017.8290078"},{"issue":"4\u20136","key":"10.1016\/j.cie.2026.112061_b0190","doi-asserted-by":"crossref","first-page":"308","DOI":"10.1016\/j.jphysparis.2006.03.014","article-title":"Planning and problem solving: From neuropsychology to functional neuroimaging","volume":"99","author":"Unterrainer","year":"2006","journal-title":"Journal of Physiology Paris"},{"issue":"2","key":"10.1016\/j.cie.2026.112061_b0195","doi-asserted-by":"crossref","first-page":"1063","DOI":"10.1007\/s10055-022-00717-4","article-title":"Educational UTAUT-based virtual reality acceptance scale: A validity and reliability study","volume":"27","author":"Ustun","year":"2023","journal-title":"Virtual Reality"},{"issue":"4","key":"10.1016\/j.cie.2026.112061_b0200","doi-asserted-by":"crossref","first-page":"428","DOI":"10.1002\/dev.21618","article-title":"Manual dexterity in young and healthy older adults. 2. Association with cognitive abilities","volume":"60","author":"Vasylenko","year":"2018","journal-title":"Developmental Psychobiology"},{"key":"10.1016\/j.cie.2026.112061_b0205","doi-asserted-by":"crossref","unstructured":"Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User Acceptance of Information Technology: Toward a Unified View. In Source: MIS Quarterly (Vol. 27, Number 3).","DOI":"10.2307\/30036540"},{"issue":"3","key":"10.1016\/j.cie.2026.112061_b0210","doi-asserted-by":"crossref","first-page":"392","DOI":"10.1080\/15391523.2020.1867938","article-title":"Perceived usability evaluation of educational technology using the System Usability Scale (SUS): A systematic review","volume":"54","author":"Vlachogianni","year":"2022","journal-title":"Journal of Research on Technology in Education"},{"key":"10.1016\/j.cie.2026.112061_b0215","doi-asserted-by":"crossref","DOI":"10.1016\/j.aei.2021.101250","article-title":"The role of user-centered AR instruction in improving novice spatial cognition in a high-precision procedural task","volume":"47","author":"Wang","year":"2021","journal-title":"Advanced Engineering Informatics"},{"key":"10.1016\/j.cie.2026.112061_b0220","first-page":"134","article-title":"Comparing HMD-Based and Paper-based Training. International Symposium on mixed and Augmented reality (ISMAR)","volume":"2018","author":"Werrlich","year":"2018","journal-title":"Munich, Germany"},{"key":"10.1016\/j.cie.2026.112061_b0225","doi-asserted-by":"crossref","unstructured":"Williams, M. D., Rana, N. P., & Dwivedi, Y. K. (2015). The unified theory of acceptance and use of technology (UTAUT): A literature review. In Journal of Enterprise Information Management (Vol. 28, Number 3, pp. 443\u2013448). Emerald Group Holdings Ltd. https:\/\/doi.org\/10.1108\/JEIM-09-2014-0088.","DOI":"10.1108\/JEIM-09-2014-0088"},{"issue":"6","key":"10.1016\/j.cie.2026.112061_b0230","article-title":"An Empirical Study of the Factors Influencing users\u2019 Intention to Use Automotive AR-HUD","volume":"15","author":"Xia","year":"2023","journal-title":"Sustainability (Switzerland)"},{"issue":"1","key":"10.1016\/j.cie.2026.112061_b0235","first-page":"19","article-title":"A Study on Japanese and Chinese Manufacturing Employees\u2019 Willingness to Accept IoT Systems as a Service based on UTAUT and ISO25010 Models","volume":"14","author":"Xu","year":"2025","journal-title":"Review of Integrative Business and Economics Research"},{"key":"10.1016\/j.cie.2026.112061_b0240","doi-asserted-by":"crossref","DOI":"10.1016\/j.ergon.2023.103516","article-title":"Does augmented reality help in industrial training? a comprehensive evaluation based on natural human behavior and knowledge retention","volume":"98","author":"Yang","year":"2023","journal-title":"International Journal of Industrial Ergonomics"}],"container-title":["Computers &amp; Industrial Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0360835226002627?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0360835226002627?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,5,23]],"date-time":"2026-05-23T06:49:10Z","timestamp":1779518950000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0360835226002627"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7]]},"references-count":46,"alternative-id":["S0360835226002627"],"URL":"https:\/\/doi.org\/10.1016\/j.cie.2026.112061","relation":{},"ISSN":["0360-8352"],"issn-type":[{"value":"0360-8352","type":"print"}],"subject":[],"published":{"date-parts":[[2026,7]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Usability and acceptance of a human-centric assistive technology: the role of task repetition and individual abilities","name":"articletitle","label":"Article Title"},{"value":"Computers & Industrial Engineering","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.cie.2026.112061","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Authors. Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"112061"}}