{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T16:06:29Z","timestamp":1774281989258,"version":"3.50.1"},"reference-count":65,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2025,1,8]],"date-time":"2025-01-08T00:00:00Z","timestamp":1736294400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"European Commission, Horizon Europe project INteractive robots that intuitiVely lEarn to inVErt tasks by ReaSoning about their Execution (INVERSE)","award":["GA 101136067"],"award-info":[{"award-number":["GA 101136067"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Information"],"abstract":"<jats:p>Industry 5.0, the latest evolution in industrial processes, builds upon the principles of Industry 4.0 by emphasizing human-centric approaches and the integration of virtual reality technologies. This paradigm shift underscores the importance of collaboration between humans and advanced technologies with a focus on optimizing efficiency, safety, and worker skill development. Based on the PRISMA 2020 guidelines, this study conducts a systematic literature review, identifying 328 papers from databases. After applying inclusion and exclusion criteria, 24 papers were selected for detailed analysis. The review provides valuable insights into the diverse evaluation methods employed in the literature, and a detailed classification of 29 human factors with their associated metrics. Despite the absence of a standardized method for assessing human factors in VR experiences, this comprehensive analysis of 240 different ways of measuring factors highlights the current state of evaluating human-centered VR experiences in Industry 5.0. While the review reveals some limitations such as potential bias in study selection and heterogeneity of methods, it also identifies significant research gaps and proposes future directions. This study contributes to the establishment of a coherent structure for future research and development in human-centered design within the rapidly evolving landscape of Industry 5.0, paving the way for more effective and standardized approaches in the future.<\/jats:p>","DOI":"10.3390\/info16010035","type":"journal-article","created":{"date-parts":[[2025,1,8]],"date-time":"2025-01-08T07:40:13Z","timestamp":1736322013000},"page":"35","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Assessing Human Factors in Virtual Reality Environments for Industry 5.0: A Comprehensive Review of Factors, Metrics, Techniques, and Future Opportunities"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9990-2279","authenticated-orcid":false,"given":"Oscar","family":"Escallada","sequence":"first","affiliation":[{"name":"Mondragon Unibertsitatea, Faculty of Engineering, Mechanics and Industrial Production, Design Innovation Centre, Loramendi, 4, 20500 Mondragon, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2424-5526","authenticated-orcid":false,"given":"Ganix","family":"Lasa","sequence":"additional","affiliation":[{"name":"Mondragon Unibertsitatea, Faculty of Engineering, Mechanics and Industrial Production, Design Innovation Centre, Loramendi, 4, 20500 Mondragon, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0848-2131","authenticated-orcid":false,"given":"Maitane","family":"Mazmela","sequence":"additional","affiliation":[{"name":"Mondragon Unibertsitatea, Faculty of Engineering, Mechanics and Industrial Production, Design Innovation Centre, Loramendi, 4, 20500 Mondragon, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9426-4546","authenticated-orcid":false,"given":"Ainhoa","family":"Apraiz","sequence":"additional","affiliation":[{"name":"Mondragon Unibertsitatea, Faculty of Engineering, Mechanics and Industrial Production, Design Innovation Centre, Loramendi, 4, 20500 Mondragon, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-7314-907X","authenticated-orcid":false,"given":"Nagore","family":"Osa","sequence":"additional","affiliation":[{"name":"Mondragon Unibertsitatea, Faculty of Engineering, Mechanics and Industrial Production, Design Innovation Centre, Loramendi, 4, 20500 Mondragon, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hien","family":"Nguyen Ngoc","sequence":"additional","affiliation":[{"name":"Mondragon Unibertsitatea, Faculty of Engineering, Mechanics and Industrial Production, Design Innovation Centre, Loramendi, 4, 20500 Mondragon, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,1,8]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Mourtzis, D., Angelopoulos, J., and Panopoulos, N. (2022). A Literature Review of the Challenges and Opportunities of the Transition from Industry 4.0 to Society 5.0. Energies, 15.","DOI":"10.3390\/en15176276"},{"key":"ref_2","unstructured":"Schroeter, R. (2022). Inception of Perception-Augmented Reality in Virtual Reality: Prototyping Human\u2013Machine Interfaces for Automated Driving. User Experience Design in the Era of Automated Driving, Springer International Publishing."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1683","DOI":"10.1080\/00207543.2022.2118892","article-title":"The Industry 5.0 framework: Viability-based integration of the resilience, sustainability, and human-centricity perspectives","volume":"61","author":"Ivanov","year":"2022","journal-title":"Int. J. Prod. Res."},{"key":"ref_4","unstructured":"Lou, S., Hu, Z., Zhang, Y., Feng, Y., Zhou, M.C., and Lv, C. Human-Cyber-Physical System for Industry 5.0: A Review From a Human-Centric Perspective, IEEE Trans. Autom. Sci. Eng."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"3117","DOI":"10.1007\/s11192-022-04370-1","article-title":"Industry 5.0: Improving humanization and sustainability of Industry 4.0","volume":"127","author":"Grabowska","year":"2022","journal-title":"Scientometrics"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Wang, J., and Lindeman, R. (2014, January 4\u20135). Coordinated 3D Interaction in Tablet- and HMD-BASED Hybrid Virtual Environments. Proceedings of the SUI 2014-Proceedings of the 2nd ACM Symposium on Spatial User Interaction, New York, NY, USA.","DOI":"10.1145\/2659766.2659777"},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Forlizzi, J., and Battarbee, K. (2004, January 1\u20134). Understanding Experience in Interactive Systems. Proceedings of the 5th Conference on Designing Interactive Systems: Processes, Practices, Methods and Techniques, Cambridge, MA, USA.","DOI":"10.1145\/1013115.1013152"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1080\/01449290500330331","article-title":"User experience-A research agenda","volume":"25","author":"Hassenzahl","year":"2006","journal-title":"Behav. Inf. Technol."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"893","DOI":"10.1080\/10447318.2019.1699746","article-title":"A Systematic Review of a Virtual Reality System from the Perspective of User Experience","volume":"36","author":"Kim","year":"2019","journal-title":"Int. J. Hum. Comput. Interact."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Boletsis, C. (2017). The new era of virtual reality locomotion: A systematic literature review of techniques and a proposed typology. Multimodal Technol. Interact., 1.","DOI":"10.3390\/mti1040024"},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Skarbez, R., Smith, M., and Whitton, M.C. (2021). Revisiting Milgram and Kishino\u2019s Reality-Virtuality Continuum. Front. Virtual Real., 2.","DOI":"10.3389\/frvir.2021.647997"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"589","DOI":"10.1177\/00187208221105135","article-title":"Effects of Augmented Reality-, Virtual Reality-, and Mixed Reality\u2013Based Training on Objective Performance Measures and Subjective Evaluations in Manual Assembly Tasks: A Scoping Review","volume":"66","author":"Daling","year":"2022","journal-title":"Hum. Factors J. Hum. Factors Ergon. Soc."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"327","DOI":"10.1162\/105474698565767","article-title":"Human Factors Issues in Virtual Environments: A Review of the Literature","volume":"7","author":"Stanney","year":"1998","journal-title":"Presence"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"706","DOI":"10.1177\/0018720820904229","article-title":"The Effects of Virtual Reality, Augmented Reality, and Mixed Reality as Training Enhancement Methods: A Meta-Analysis","volume":"63","author":"Kaplan","year":"2020","journal-title":"Hum. Factors"},{"key":"ref_15","unstructured":"Kitchenham, B. (2023, January 05). Guidelines for Performing Systematic Literature Reviews in Software Engineering. Available online: https:\/\/www.researchgate.net\/publication\/302924724."},{"key":"ref_16","first-page":"101895","article-title":"How-to conduct a systematic literature review: A quick guide for computer science research","volume":"142","author":"Ochoa","year":"2022","journal-title":"Comput. Ind."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1136\/bmj.n71","article-title":"The PRISMA 2020 statement: An updated guideline for reporting systematic reviews","volume":"372","author":"Page","year":"2021","journal-title":"BMJ"},{"key":"ref_18","unstructured":"(2023, September 25). Parsif.al. Available online: https:\/\/parsif.al\/."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"873","DOI":"10.1007\/s00170-020-06229-2","article-title":"Using virtual manufacturing to design human-centric factories: An industrial case","volume":"115","author":"Peruzzini","year":"2020","journal-title":"Int. J. Adv. Manuf. Technol."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"182","DOI":"10.6036\/8889","article-title":"Una configuraci\u00f3n de realidad virtual multimodal para el dise\u00f1o centrado en el ser humano de estaciones de trabajo industriales","volume":"94","author":"Peruzzini","year":"2019","journal-title":"Dyna"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"011009","DOI":"10.1115\/1.4044791","article-title":"A Framework to Assess Human Performance in Normal and Emergency Situations","volume":"6","author":"Ahmed","year":"2020","journal-title":"ASCE-ASME J. Risk Uncertain. Eng. Syst. Part B Mech. Eng."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1007\/s10055-022-00667-x","article-title":"The virtualization of human\u2013robot interactions: A user-centric workload assessment","volume":"27","author":"Nenna","year":"2022","journal-title":"Virtual Real."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"051702","DOI":"10.1115\/1.4044006","article-title":"Evaluating the use of virtual reality to teach introductory concepts of additive manufacturing","volume":"142","author":"Ostrander","year":"2019","journal-title":"J. Mech. Des. Trans. ASME"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"2159","DOI":"10.1111\/bjet.13024","article-title":"Evaluation of an immersive virtual learning environment for operator training in mechanical and plant engineering using video analysis","volume":"51","author":"Pletz","year":"2020","journal-title":"Br. J. Educ. Technol."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Hern\u00e1ndez-Ch\u00e1vez, M., Cort\u00e9s-Caballero, J.M., P\u00e9rez-Mart\u00ednez, \u00c1.A., Hern\u00e1ndez-Quintanar, L.F., Roa-Tort, K., Rivera-Fern\u00e1ndez, J.D., and Fabila-Bustos, D.A. (2021). Development of virtual reality automotive lab for training in engineering students. Sustainability, 13.","DOI":"10.3390\/su13179776"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"801","DOI":"10.1007\/s10055-021-00598-z","article-title":"Configuring a VR simulator for the evaluation of advanced human\u2013machine interfaces for hydraulic excavators","volume":"26","author":"Morosi","year":"2021","journal-title":"Virtual Real."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1162\/PRES_a_00134","article-title":"V3S: A Virtual Environment for Risk-Management Training Based on Human-Activity Models","volume":"22","author":"Barot","year":"2013","journal-title":"Presence Teleoperators Virtual Environ."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"102403","DOI":"10.1016\/j.rcim.2022.102403","article-title":"UX assessment strategy to identify potential stressful conditions for workers","volume":"78","author":"Khamaisi","year":"2022","journal-title":"Robot. Comput. Integr. Manuf."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"1170","DOI":"10.1177\/00187208221133878","article-title":"A New Experimental Paradigm to Manipulate Risk in Human-Automation Research","volume":"66","author":"Hoesterey","year":"2022","journal-title":"Hum. Factors: J. Hum. Factors Ergon. Soc."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Kuts, V., Marvel, J.A., Aksu, M., Pizzagalli, S.L., Sarkans, M., Bondarenko, Y., and Otto, T. (2022). Digital Twin as Industrial Robots Manipulation Validation Tool. Robotics, 11.","DOI":"10.3390\/robotics11050113"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"103017","DOI":"10.1016\/j.ergon.2020.103017","article-title":"Assessing mental workload in virtual reality based EOT crane operations: A multi-measure approach","volume":"80","author":"Das","year":"2020","journal-title":"Int. J. Ind. Ergon."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"124413","DOI":"10.1016\/j.jclepro.2020.124413","article-title":"A user-centric design approach for smart product-service systems using virtual reality: A case study","volume":"280","author":"Bu","year":"2020","journal-title":"J. Clean. Prod."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Ricci, G., De Crescenzio, F., Santhosh, S., Magosso, E., and Ursino, M. (2022). Relationship between electroencephalographic data and comfort perception captured in a Virtual Reality design environment of an aircraft cabin. Sci. Rep., 12.","DOI":"10.1038\/s41598-022-14747-0"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Doolani, S., Owens, L., Wessels, C., and Makedon, F. (2020). Vis: An immersive virtual storytelling system for vocational training. Appl. Sci., 10.","DOI":"10.3390\/app10228143"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Bernal, I.F.M., Lozano-Ram\u00edrez, N.E., Cort\u00e9s, J.M.P., Valdivia, S., Mu\u00f1oz, R., Arag\u00f3n, J., Garc\u00eda, R., and Hern\u00e1ndez, G. (2022). An Immersive Virtual Reality Training Game for Power Substations Evaluated in Terms of Usability and Engagement. Appl. Sci., 12.","DOI":"10.3390\/app12020711"},{"key":"ref_36","first-page":"1","article-title":"Assessment of STEM e-Learning in an immersive virtual reality environment","volume":"8","author":"Rogers","year":"2017","journal-title":"Comput. Educ. J."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1177\/0018720819861496","article-title":"Using Digital and Physical Simulation to Focus on Human Factors and Ergonomics in Aviation Maintainability","volume":"62","author":"Bernard","year":"2019","journal-title":"Hum. Factors"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/S0166-4115(08)62386-9","article-title":"Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research","volume":"52","author":"Hart","year":"1988","journal-title":"Adv. Psychol."},{"key":"ref_39","unstructured":"Chin, J., Diehl, V., and Norman, K.L. (2023, March 12). Development of an Instrument Measuring User Satisfaction of the Human-Computer Interface. Available online: https:\/\/www.researchgate.net\/publication\/248594191."},{"key":"ref_40","unstructured":"Schrepp, M. (2023, June 20). User Experience Questionnaire Handbook. Available online: www.ueq-online.org."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"521","DOI":"10.12973\/eurasia.2017.00629a","article-title":"A learning evaluation for an immersive virtual laboratory for technical training applied into a welding workshop","volume":"13","author":"Torres","year":"2017","journal-title":"Eurasia J. Math. Sci. Technol. Educ."},{"key":"ref_42","first-page":"31","article-title":"The Thing and I: Understanding the Relationship Between User and Product","volume":"Volume 2","author":"Blythe","year":"2003","journal-title":"Funology: From Usability to Enjoyment"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"481","DOI":"10.1207\/S15327590IJHC1304_07","article-title":"The effect of perceived hedonic quality on product appealingness","volume":"13","author":"Hassenzahl","year":"2001","journal-title":"Int. J. Hum. Comput Interact."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"30651","DOI":"10.1007\/s11042-018-6216-x","article-title":"Virtual reality training for assembly of hybrid medical devices","volume":"77","author":"Ho","year":"2018","journal-title":"Multimed. Tools Appl."},{"key":"ref_45","first-page":"472","article-title":"Digital twin and virtual reality: A co-simulation environment for design and assessment of industrial workstations","volume":"7","author":"Havard","year":"2019","journal-title":"Prod. Manuf. Res."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"102434","DOI":"10.1016\/j.rcim.2022.102434","article-title":"Robot-enabled tangible virtual assembly with coordinated midair object placement","volume":"79","author":"Zhang","year":"2022","journal-title":"Robot. Comput. Manuf."},{"key":"ref_47","unstructured":"Holmqvist, K., Dewhurst, R., and van De Weijer, J. (2011). Eye Tracking: A Comprehensive Guide To Methods And Measures, OUP Oxford. Available online: https:\/\/www.researchgate.net\/publication\/254913339."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"e28","DOI":"10.2196\/mental.5801","article-title":"Feasibility of an immersive virtual reality intervention for hospitalized patients: An observational cohort study","volume":"3","author":"Mosadeghi","year":"2016","journal-title":"JMIR Ment. Health"},{"key":"ref_49","first-page":"e12414","article-title":"Computerized cognitive practice effects in relation to amyloid and tau in preclinical Alzheimer\u2019s disease: Results from a multi-site cohort","volume":"15","author":"Young","year":"2023","journal-title":"Alzheimer\u2019s Dement. Diagn. Assess. Dis. Monit."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"246","DOI":"10.1002\/1098-240X(200006)23:3<246::AID-NUR9>3.0.CO;2-H","article-title":"Focus on research methods: Combining qualitative and quantitative sampling, data collection, and analysis techniques in mixed-method studies","volume":"23","author":"Sandelowski","year":"2000","journal-title":"Res. Nurs. Health"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Apraiz, A., Lasa, G., Montagna, F., Blandino, G., Trivi\u00f1o-Tonato, E., and Dacal-Nieto, A. (2023). An Experimental Protocol for Human Stress Investigation in Manufacturing Contexts: Its Application in the NO-STRESS Project. Systems, 11.","DOI":"10.3390\/systems11090448"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1111\/medu.13122","article-title":"Beyond a good story: From Hawthorne Effect to reactivity in health professions education research","volume":"51","author":"Paradis","year":"2017","journal-title":"Med. Educ."},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Brown, P., Spronck, P., and Powell, W. (2022). The simulator sickness questionnaire, and the erroneous zero baseline assumption. Front. Virtual Real., 3.","DOI":"10.3389\/frvir.2022.945800"},{"key":"ref_54","doi-asserted-by":"crossref","unstructured":"Bouchard, S., Berthiaume, M., Robillard, G., Forget, H., Daudelin-Peltier, C., Renaud, P., Blais, C., and Fiset, D. (2021). Arguing in Favor of Revising the Simulator Sickness Questionnaire Factor Structure When Assessing Side Effects Induced by Immersions in Virtual Reality. Front. Psychiatry, 12.","DOI":"10.3389\/fpsyt.2021.739742"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1016\/j.apergo.2017.12.016","article-title":"Virtual reality sickness questionnaire (VRSQ): Motion sickness measurement index in a virtual reality environment","volume":"69","author":"Kim","year":"2018","journal-title":"Appl. Ergon."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1007\/s10055-019-00422-9","article-title":"Development and validation of a simulation workload measure: The simulation task load index (SIM-TLX)","volume":"24","author":"Harris","year":"2019","journal-title":"Virtual Real."},{"key":"ref_57","first-page":"732","article-title":"The Application of Virtual Reality for Hazard Identification Training in the Context of Ma-chinery Safety: A Preliminary Study","volume":"18","author":"Dado","year":"2018","journal-title":"Manuf. Technol."},{"key":"ref_58","unstructured":"Apple Inc (2024). Apple Vision Pro [Apparatus and Software], Apple Inc."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"213","DOI":"10.2307\/249689","article-title":"Task-Technology Fit and Individual Performance","volume":"19","author":"Goodhue","year":"1995","journal-title":"MIS Q."},{"key":"ref_60","unstructured":"(2024, May 19). CRediT. Available online: https:\/\/credit.niso.org\/."},{"key":"ref_61","unstructured":"HTC Corporation (2018). HTC Vive [Apparatus and Software], HTC Corporation."},{"key":"ref_62","unstructured":"HTC Corporation (2020). HTC Vive Pro [Apparatus and Software], HTC Corporation."},{"key":"ref_63","unstructured":"HTC Corporation (2019). HTC Vive Pro Eye [Apparatus and Software], HTC Corporation."},{"key":"ref_64","unstructured":"Facebook Technologies (2020). Oculus Quest 2 [Apparatus and Software], Facebook Technologies."},{"key":"ref_65","unstructured":"Facebook Technologies (2016). Oculus Rift [Apparatus and Software], Facebook Technologies."}],"container-title":["Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2078-2489\/16\/1\/35\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T10:24:54Z","timestamp":1759919094000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2078-2489\/16\/1\/35"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,8]]},"references-count":65,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,1]]}},"alternative-id":["info16010035"],"URL":"https:\/\/doi.org\/10.3390\/info16010035","relation":{},"ISSN":["2078-2489"],"issn-type":[{"value":"2078-2489","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1,8]]}}}