{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,10]],"date-time":"2026-04-10T08:07:42Z","timestamp":1775808462585,"version":"3.50.1"},"reference-count":41,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,2,22]],"date-time":"2026-02-22T00:00:00Z","timestamp":1771718400000},"content-version":"vor","delay-in-days":52,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Procedia Computer Science"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1016\/j.procs.2026.02.251","type":"journal-article","created":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T07:18:00Z","timestamp":1774250280000},"page":"2135-2144","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Enabling Complexity: A Systematic Literature Review on Task Allocation, Communication, Interaction, and Augmentation in Human-AI Teams"],"prefix":"10.1016","volume":"277","author":[{"given":"Pascal","family":"Senjic","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"G\u00fcnter","family":"Bitsch","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anja","family":"Braun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/j.procs.2026.02.251_bib1","doi-asserted-by":"crossref","unstructured":"Wang, D., Churchill, E., Maes, P., Fan, X., Shneiderman, B., Shi, Y., Wang, Q., 2020. From human-human collaboration to human-ai collaboration: Designing ai systems that can work together with people, in: Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing Systems, Association for Computing Machinery, New York, NY, USA. p. 1\u20136.","DOI":"10.1145\/3411763.3450394"},{"key":"10.1016\/j.procs.2026.02.251_bib2","doi-asserted-by":"crossref","first-page":"495","DOI":"10.1080\/10447318.2020.1741118","article-title":"Human-centered artificial intelligence: Reliable, safe & trustworthy","volume":"36","author":"Shneiderman","year":"2020","journal-title":"International Journal of Human\u2013Computer Interaction"},{"key":"10.1016\/j.procs.2026.02.251_bib3","doi-asserted-by":"crossref","unstructured":"Amershi, S., Weld, D., Vorvoreanu, M., Fourney, A., Nushi, B., Collisson, P., Suh, J., Iqbal, S., Bennett, P.N., Inkpen, K., Teevan, J., Kikin-Gil, R., Horvitz, E., 2019. Guidelines for human-ai interaction, in: Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, Association for Computing Machinery, New York, NY, USA. p. 1\u201313.","DOI":"10.1145\/3290605.3300233"},{"key":"10.1016\/j.procs.2026.02.251_bib4","series-title":"Industry 5.0\u2013Towards a sustainable, human-centric and resilient European industry","author":"European","year":"2021"},{"key":"10.1016\/j.procs.2026.02.251_bib5","doi-asserted-by":"crossref","unstructured":"Coletti, B.M.B., 2024. Human-centered and sustainable artificial intelligence in industry 5.0: Challenges and perspectives. Sustainability 2024 16.","DOI":"10.3390\/su16135448"},{"key":"10.1016\/j.procs.2026.02.251_bib6","doi-asserted-by":"crossref","first-page":"435","DOI":"10.1007\/s10111-024-00765-7","article-title":"Understanding the influence of ai autonomy on ai explain-ability levels in human-ai teams using a mixed methods approach","volume":"26","author":"Hauptman","year":"2024","journal-title":"Cognition, Technology amp; Work"},{"key":"10.1016\/j.procs.2026.02.251_bib7","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1145\/3635116","article-title":"Applying hcai in developing effective human-ai teaming: A perspective from human-ai joint cognitive systems","volume":"31","author":"Xu","year":"2024","journal-title":"Interactions"},{"key":"10.1016\/j.procs.2026.02.251_bib8","doi-asserted-by":"crossref","first-page":"871","DOI":"10.1007\/s10726-022-09792-z","article-title":"Elaborating team roles for artificial intelligence-based teammates in human-ai collaboration","volume":"31","author":"Siemon","year":"2022","journal-title":"Group Decision and Negotiation"},{"key":"10.1016\/j.procs.2026.02.251_bib9","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1007\/s10726-024-09912-x","article-title":"Do we learn from each other: Understanding the human-ai co-learning process embedded in human-ai collaboration","volume":"34","author":"Lu","year":"2024","journal-title":"Group Decision and Negotiation"},{"key":"10.1016\/j.procs.2026.02.251_bib10","first-page":"1","article-title":"Understanding the evolvement of trust over time within human-ai teams","volume":"8","author":"Duan","year":"2024","journal-title":"Proceedings of the ACM on Human-Computer Interaction"},{"key":"10.1016\/j.procs.2026.02.251_bib11","doi-asserted-by":"crossref","unstructured":"Duan, W., Zhou, S., Scalia, M.J., Freeman, G., Gorman, J., Tolston, M., McNeese, N.J., Funke, G., 2025. Understanding the processes of trust and distrust contagion in human\u2013ai teams: A qualitative approach. Computers in Human Behavior 165, 108560.","DOI":"10.1016\/j.chb.2025.108560"},{"key":"10.1016\/j.procs.2026.02.251_bib12","doi-asserted-by":"crossref","unstructured":"D\u00f6rner, D., 2008. Umgang mit Komplexit\u00e4t. Vieweg+Teubner, Wiesbaden. pp. 284\u2013302.","DOI":"10.1007\/978-3-8351-9225-6_24"},{"key":"10.1016\/j.procs.2026.02.251_bib13","series-title":"Theorie und Praxis der Organisationsaufstellung","author":"Hartung","year":"2018"},{"key":"10.1016\/j.procs.2026.02.251_bib14","doi-asserted-by":"crossref","first-page":"1587","DOI":"10.1007\/s00146-021-01335-5","article-title":"Ai in human teams: effects on technology use, members- interactions, and creative performance under time scarcity","volume":"38","author":"Shaikh","year":"2022","journal-title":"AI amp; SOCIETY"},{"key":"10.1016\/j.procs.2026.02.251_bib15","doi-asserted-by":"crossref","unstructured":"Jiang, T., Sun, Z., Fu, S., Lv, Y., 2024. Human-ai interaction research agenda: A user-centered perspective. Data and Information Management 8, 100078.","DOI":"10.1016\/j.dim.2024.100078"},{"key":"10.1016\/j.procs.2026.02.251_bib16","series-title":"Exploring the role of judgement and shared situation awareness when working with ai recom-mender systems","author":"Srivastava","year":"2024"},{"key":"10.1016\/j.procs.2026.02.251_bib17","doi-asserted-by":"crossref","unstructured":"Schecter, A., Hohenstein, J., Larson, L., Harris, A., Hou, T.Y., Lee, W.Y., Lauharatanahirun, N., DeChurch, L., Contractor, N., Jung, M., 2023. Vero: An accessible method for studying human\u2013ai teamwork. Computers in Human Behavior 141, 107606.","DOI":"10.1016\/j.chb.2022.107606"},{"key":"10.1016\/j.procs.2026.02.251_bib18","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/j.riob.2016.10.002","article-title":"Routines and transactive memory systems: Creating, coordinating, retaining, and transferring knowledge in organizations","volume":"36","author":"Argote","year":"2016","journal-title":"Research in Organizational Behavior"},{"key":"10.1016\/j.procs.2026.02.251_bib19","doi-asserted-by":"crossref","unstructured":"van Rensburg, J.J., Santos, C.M., de Jong, S.B., Uitdewilligen, S., 2022. The five-factor perceived shared mental model scale: A consolidation of items across the contemporary literature. Frontiers in Psychology Volume 12 - 2021. URL: https:\/\/www.frontiersin.org\/journals\/psychology\/articles\/10.3389\/fpsyg.2021.784200, doi: 10.3389\/fpsyg.2021.784200.","DOI":"10.3389\/fpsyg.2021.784200"},{"key":"10.1016\/j.procs.2026.02.251_bib20","doi-asserted-by":"crossref","first-page":"1295","DOI":"10.1177\/154193120905301828","article-title":"Team cognition and external representations: A framework and propositions for supporting collaborative problem solving","volume":"53","author":"Rosen","year":"2009","journal-title":"Human Factors and Ergonomics Society Annual Meeting Proceedings"},{"key":"10.1016\/j.procs.2026.02.251_bib21","doi-asserted-by":"crossref","unstructured":"Dubois, C., Le Ny, J., 2020. Adaptive task allocation in human-machine teams with trust and workload cognitive models, in: 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 3241\u20133246.","DOI":"10.1109\/SMC42975.2020.9283461"},{"key":"10.1016\/j.procs.2026.02.251_bib22","doi-asserted-by":"crossref","first-page":"1933","DOI":"10.1109\/LRA.2017.2714981","article-title":"Optimal task allocation for human\u2013machine collaborative manufacturing systems","volume":"2","author":"Hu","year":"2017","journal-title":"IEEE Robotics and Automation Letters"},{"key":"10.1016\/j.procs.2026.02.251_bib23","doi-asserted-by":"crossref","first-page":"1841","DOI":"10.1080\/10447318.2022.2143004","article-title":"Exploration of the impact of interpersonal communication and coordination dynamics on team effectiveness in human-machine teams","volume":"39","author":"Mustafa","year":"2023","journal-title":"International Journal of Human\u2013Computer Interaction"},{"key":"10.1016\/j.procs.2026.02.251_bib24","doi-asserted-by":"crossref","first-page":"262","DOI":"10.1177\/1071181311551054","article-title":"Team performance and communication within networked supervisory control human-machine systems","volume":"55","author":"McKendrick","year":"2011","journal-title":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting"},{"key":"10.1016\/j.procs.2026.02.251_bib25","doi-asserted-by":"crossref","unstructured":"Demir, M., Canan, M., Cohen, M.C., 2021. Modeling team interaction and interactive decision-making in agile human-machine teams, in:2021 IEEE 2nd International Conference on Human-Machine Systems (ICHMS), pp. 1\u20136.","DOI":"10.1109\/ICHMS53169.2021.9582449"},{"key":"10.1016\/j.procs.2026.02.251_bib26","doi-asserted-by":"crossref","unstructured":"Alhaji, B., Beecken, J., Ehlers, R., Gertheiss, J., Merz, F., M\u00fcller, J.P., Prilla, M., Rausch, A., Reinhardt, A., Reinhardt, D., Rembe, C., Rohweder, N.O., Schwindt, C., Westphal, S., Zimmermann, J., 2020. Engineering human\u2013machine teams for trusted collaboration. Big Data and Cognitive Computing 4, 35.","DOI":"10.3390\/bdcc4040035"},{"key":"10.1016\/j.procs.2026.02.251_bib27","doi-asserted-by":"crossref","first-page":"426","DOI":"10.17705\/1thci.00174","article-title":"Intelligence augmentation: Human factors in ai and future of work","volume":"14","author":"Paul","year":"2022","journal-title":"AIS Transactions on Human-Computer Interaction"},{"key":"10.1016\/j.procs.2026.02.251_bib28","doi-asserted-by":"crossref","unstructured":"Jarrahi, M.H., Lutz, C., Newlands, G., 2022. Artificial intelligence, human intelligence and hybrid intelligence based on mutual augmentation. Big Data Society 9, 20539517221142824.","DOI":"10.1177\/20539517221142824"},{"key":"10.1016\/j.procs.2026.02.251_bib29","unstructured":"Kitchenham, B., Charters, S., 2007. Guidelines for performing systematic literature reviews in software engineering 2."},{"key":"10.1016\/j.procs.2026.02.251_bib30","doi-asserted-by":"crossref","unstructured":"He, Z., Song, Y., Zhou, S., Cai, Z., 2023. Interaction of thoughts: Towards mediating task assignment in human-ai cooperation with a capability-aware shared mental model, in: Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, ACM. pp. 1\u201318.","DOI":"10.1145\/3544548.3580983"},{"key":"10.1016\/j.procs.2026.02.251_bib31","doi-asserted-by":"crossref","unstructured":"Zhang, Q., Lee, M.L., Carter, S., 2022. You complete me: Human-ai teams and complementary expertise, in: CHI Conference on Human Factors in Computing Systems, ACM. pp. 1\u201328.","DOI":"10.1145\/3491102.3517791"},{"key":"10.1016\/j.procs.2026.02.251_bib32","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3514257","article-title":"An agile new research framework for hybrid human-ai teaming: Trust, transparency, and transferability","volume":"12","author":"Caldwell","year":"2022","journal-title":"ACM Transactions on Interactive Intelligent Systems"},{"key":"10.1016\/j.procs.2026.02.251_bib33","doi-asserted-by":"crossref","first-page":"869","DOI":"10.1007\/s00146-022-01536-6","article-title":"An explanation space to align user studies with the technical development of explainable ai","volume":"38","author":"Cabour","year":"2022","journal-title":"AI amp; SOCIETY"},{"key":"10.1016\/j.procs.2026.02.251_bib34","first-page":"1","article-title":"The impact of imperfect xai on human-ai decision-making","volume":"8","author":"Morrison","year":"2024","journal-title":"Proceedings of the ACM on Human-Computer Interaction"},{"key":"10.1016\/j.procs.2026.02.251_bib35","doi-asserted-by":"crossref","unstructured":"Song, B., Gyory, J.T., Zhang, G., Soria Zurita, N.F., Stump, G., Martin, J., Miller, S., Balon, C., Yukish, M., McComb, C., Cagan, J., 2022. Decoding the agility of artificial intelligence-assisted human design teams. Design Studies 79, 101094.","DOI":"10.1016\/j.destud.2022.101094"},{"key":"10.1016\/j.procs.2026.02.251_bib36","doi-asserted-by":"crossref","unstructured":"Salimzadeh, S., Gadiraju, U., 2024. When in doubt! understanding the role of task characteristics on peer decision-making with ai assistance, in: Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization, ACM. pp. 89\u2013101.","DOI":"10.1145\/3627043.3659567"},{"key":"10.1016\/j.procs.2026.02.251_bib37","doi-asserted-by":"crossref","unstructured":"Sidji, M., Smith, W., Rogerson, M.J., 2023. The hidden rules of hanabi: How humans outperform ai agents, in: Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, ACM. pp. 1\u201316.","DOI":"10.1145\/3544548.3581550"},{"key":"10.1016\/j.procs.2026.02.251_bib38","doi-asserted-by":"crossref","unstructured":"Herrera, F., 2025. Reflections and attentiveness on explainable artificial intelligence (xai). the journey ahead from criticisms to human\u2013ai collaboration. Information Fusion 121, 103133.","DOI":"10.1016\/j.inffus.2025.103133"},{"key":"10.1016\/j.procs.2026.02.251_bib39","doi-asserted-by":"crossref","unstructured":"A.V., A.K., Shilton, A., Gupta, S., Ryan, S., Abdolshah, M., Le, H., Rana, S., Berk, J., Rashid, M., Venkatesh, S., 2025. Accelerated experimental design using a human\u2013ai teaming framework. Knowledge-Based Systems 315, 113138.","DOI":"10.1016\/j.knosys.2025.113138"},{"key":"10.1016\/j.procs.2026.02.251_bib40","doi-asserted-by":"crossref","unstructured":"Wirz, C.D., Demuth, J.L., Bostrom, A., Cains, M.G., Ebert-Uphoff, I., Gagne, D.J., Schumacher, A., McGovern, A., Madlambayan, D., 2025. (re)conceptualizing trustworthy ai: A foundation for change. Artificial Intelligence 342, 104309.","DOI":"10.1016\/j.artint.2025.104309"},{"key":"10.1016\/j.procs.2026.02.251_bib41","series-title":"Human-centered AI","author":"Shneiderman","year":"2022"}],"container-title":["Procedia Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877050926003716?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877050926003716?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,4,10]],"date-time":"2026-04-10T07:31:31Z","timestamp":1775806291000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1877050926003716"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":41,"alternative-id":["S1877050926003716"],"URL":"https:\/\/doi.org\/10.1016\/j.procs.2026.02.251","relation":{},"ISSN":["1877-0509"],"issn-type":[{"value":"1877-0509","type":"print"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Enabling Complexity: A Systematic Literature Review on Task Allocation, Communication, Interaction, and Augmentation in Human-AI Teams","name":"articletitle","label":"Article Title"},{"value":"Procedia Computer Science","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.procs.2026.02.251","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Published by Elsevier B.V.","name":"copyright","label":"Copyright"}]}}