{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T19:38:36Z","timestamp":1783021116968,"version":"3.54.6"},"publisher-location":"Cham","reference-count":48,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032035141","type":"print"},{"value":"9783032035158","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,8,27]],"date-time":"2025-08-27T00:00:00Z","timestamp":1756252800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,8,27]],"date-time":"2025-08-27T00:00:00Z","timestamp":1756252800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-03515-8_16","type":"book-chapter","created":{"date-parts":[[2025,8,26]],"date-time":"2025-08-26T22:05:01Z","timestamp":1756245901000},"page":"225-239","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["AI Cockpit: A Meaningful Human Control Interface for\u00a0Mitigating AI Risks for\u00a0Hybrid Intelligence Systems"],"prefix":"10.1007","author":[{"given":"Doris","family":"Aschenbrenner","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anett","family":"H\u00fcbner","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nektaria","family":"Tagalidou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michael","family":"Bui","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mathias","family":"Vukeli\u0107","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nadine","family":"Yilmaz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Markus","family":"Zarbock","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Natalie","family":"Basedow","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,8,27]]},"reference":[{"key":"16_CR1","unstructured":"Strohm, O., Ulich, E.: Unternehmen arbeitspsychologisch bewerten: Ein Mehr-Ebenen-Ansatz unter besonderer Ber\u00fccksichtigung von Mensch, Technik und Organisation, vol.\u00a010. vdf Hochschulverlag AG (1997)"},{"issue":"1","key":"16_CR2","first-page":"1","volume":"4","author":"C Rollenhagen","year":"2000","unstructured":"Rollenhagen, C.: A framework for assessment of organisational characteristics and their influences on safety. Saf. Sci. Monit. 4(1), 1\u201316 (2000)","journal-title":"Saf. Sci. Monit."},{"key":"16_CR3","unstructured":"OECD IFE: The MTO perspective and selected research activities at the Halden project1. In: Technical Meeting on the Interaction between Individuals, Technology and Organization\u2013A Systemic Approach to Safety in Practice"},{"issue":"2","key":"16_CR4","first-page":"67","volume":"27","author":"C H\u00e4ggstr\u00f6m","year":"2016","unstructured":"H\u00e4ggstr\u00f6m, C., Lindroos, O.: Human, technology, organization and environment-a human factors perspective on performance in forest harvesting. Int. J. For. Eng. 27(2), 67\u201378 (2016)","journal-title":"Int. J. For. Eng."},{"key":"16_CR5","unstructured":"Margherita, E.G., Braccini, A.M.: Socio-technical perspectives in the fourth industrial revolution: analyzing the visions of industry 4.0, operator 4.0 and industry 5.0. In: Proceedings of STPIS 2021 (Socio-Technical Perspective in IS Development Workshop) (2021)"},{"issue":"3","key":"16_CR6","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1515\/ger-2023-0094","volume":"25","author":"DI Christofzik","year":"2024","unstructured":"Christofzik, D.I., Elstner, S., Feld, L.P., Schmidt, C.M.: Unraveling the productivity paradox: evidence for Germany. German Econ. Rev. 25(3), 165\u2013207 (2024)","journal-title":"German Econ. Rev."},{"key":"16_CR7","unstructured":"Hoberg, A.: Andreas Hoberg on manufacturing\u2019s productivity paradox and the need for lean excellence. Interview in Consultancy.eu (2024). Accessed 8 Apr 2025"},{"issue":"1","key":"16_CR8","doi-asserted-by":"publisher","first-page":"193","DOI":"10.3390\/pr11010193","volume":"11","author":"J Alves","year":"2023","unstructured":"Alves, J., Lima, T.M., Gaspar, P.D.: Is industry 5.0 a human-centred approach? A systematic review. Processes 11(1), 193 (2023)","journal-title":"Processes"},{"key":"16_CR9","series-title":"IFIP Advances in Information and Communication Technology","doi-asserted-by":"publisher","first-page":"677","DOI":"10.1007\/978-3-319-51133-7_80","volume-title":"Advances in Production Management Systems. Initiatives for a Sustainable World","author":"D Romero","year":"2016","unstructured":"Romero, D., Bernus, P., Noran, O., Stahre, J., Fast-Berglund, \u00c5.: The Operator 4.0: human cyber-physical systems & adaptive automation towards human-automation symbiosis work systems. In: N\u00e4\u00e4s, I., et al. (eds.) APMS 2016. IAICT, vol. 488, pp. 677\u2013686. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-51133-7_80"},{"issue":"5","key":"16_CR10","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1007\/s12599-019-00595-2","volume":"61","author":"D Dellermann","year":"2019","unstructured":"Dellermann, D., Ebel, P., S\u00f6llner, M., Leimeister, J.M.: Hybrid intelligence. Bus. Inf. Syst. Eng. 61(5), 637\u2013643 (2019)","journal-title":"Bus. Inf. Syst. Eng."},{"issue":"08","key":"16_CR11","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/MC.2020.2996587","volume":"53","author":"Z Akata","year":"2020","unstructured":"Akata, Z., et al.: A research agenda for hybrid intelligence: augmenting human intellect with collaborative, adaptive, responsible, and explainable artificial intelligence. Computer 53(08), 18\u201328 (2020)","journal-title":"Computer"},{"issue":"4","key":"16_CR12","first-page":"48","volume":"30","author":"J Grudin","year":"2009","unstructured":"Grudin, J.: AI and HCI: two fields divided by a common focus. AI Mag. 30(4), 48 (2009)","journal-title":"AI Mag."},{"key":"16_CR13","doi-asserted-by":"publisher","unstructured":"Aschenbrenner, D., Colloseus, C.: Human in command in manufacturing. In: Alfnes, E., Romsdal, A., Strandhagen, J.O., von Cieminski, G., Romero, D. (eds.) APMS 2023. IFIP Advances in Information and Communication Technology, vol. 689, pp. 559\u2013572. Springer, Cham (2023). https:\/\/doi.org\/10.1007\/978-3-031-43662-8_40","DOI":"10.1007\/978-3-031-43662-8_40"},{"key":"16_CR14","series-title":"IFIP Advances in Information and Communication Technology","doi-asserted-by":"publisher","first-page":"226","DOI":"10.1007\/978-3-031-71629-4_16","volume-title":"APMS 2024","author":"D Aschenbrenner","year":"2024","unstructured":"Aschenbrenner, D., Jantzen, L., Colloseus, C., Sell, A., Kempen, R.: Research interpretation of article 14 of the EU AI act: human in command in manufacturing. In: Th\u00fcrer, M., Riedel, R., von Cieminski, G., Romero, D. (eds.) APMS 2024. IFIP Advances in Information and Communication Technology, vol. 730, pp. 226\u2013239. Springer, Cham (2024). https:\/\/doi.org\/10.1007\/978-3-031-71629-4_16"},{"key":"16_CR15","unstructured":"Aschenbrenner, D., et al.: Ki cockpit \u2013 menschliche letztentscheidung nach eu ai act implementiert. Arbeitswelt und KI 2030: Herausforderungen und Strategien f\u00fcr die Arbeit von morgen (2025)"},{"key":"16_CR16","unstructured":"Sheridan, T.B.: Telerobotics, Automation, and Human Supervisory Control. MIT Press (1992)"},{"key":"16_CR17","doi-asserted-by":"crossref","unstructured":"Inagaki, T., Adaptive automation: sharing and trading of control. In: Handbook of Cognitive Task Design, pp. 147\u2013170. CRC Press (2003)","DOI":"10.1201\/9781410607775.ch8"},{"issue":"15","key":"16_CR18","doi-asserted-by":"publisher","first-page":"435","DOI":"10.3182\/20130811-5-US-2037.00032","volume":"46","author":"\u00c5 Fast-Berglund","year":"2013","unstructured":"Fast-Berglund, \u00c5., Stahre, J.: Task allocation in production systems-measuring and analysing levels of automation. IFAC Proc. Vol. 46(15), 435\u2013441 (2013)","journal-title":"IFAC Proc. Vol."},{"key":"16_CR19","unstructured":"Bernabei, L., Costantino, F.: Adaptive automation in human-AI collaboration: a systematic review. AI Soc. (2024, forthcoming)"},{"key":"16_CR20","doi-asserted-by":"crossref","first-page":"470","DOI":"10.1016\/j.procir.2017.12.246","volume":"67","author":"DM D\u2019Addona","year":"2018","unstructured":"D\u2019Addona, D.M., Teti, R., Calabrese, A.: A multi-level approach to adaptive automation in manufacturing systems. Procedia CIRP 67, 470\u2013475 (2018)","journal-title":"Procedia CIRP"},{"key":"16_CR21","volume":"64","author":"G Schmidbauer","year":"2020","unstructured":"Schmidbauer, G., Elkmann, N., Reuter, B.: Adaptive automation for flexible human\u2013robot collaboration: concept and experimental validation. Robot. Comput. Integr. Manuf. 64, 101932 (2020)","journal-title":"Robot. Comput. Integr. Manuf."},{"issue":"1","key":"16_CR22","first-page":"55","volume":"10","author":"M Vagia","year":"2016","unstructured":"Vagia, M., Transeth, A.A., Fjerdingen, S.A.: A taxonomy of control for automation of human-robot interaction. J. Cogn. Eng. Decis. Making 10(1), 55\u201370 (2016)","journal-title":"J. Cogn. Eng. Decis. Making"},{"key":"16_CR23","doi-asserted-by":"publisher","first-page":"569","DOI":"10.1007\/s10111-018-0471-5","volume":"21","author":"T Inagaki","year":"2019","unstructured":"Inagaki, T., Sheridan, T.B.: A critique of the SAE conditional driving automation definition, and analyses of options for improvement. Cogn. Technol. Work 21, 569\u2013578 (2019)","journal-title":"Cogn. Technol. Work"},{"issue":"3","key":"16_CR24","doi-asserted-by":"publisher","first-page":"286","DOI":"10.1109\/3468.844354","volume":"30","author":"R Parasuraman","year":"2000","unstructured":"Parasuraman, R., Sheridan, T.B., Wickens, C.D.: A model for types and levels of human interaction with automation. IEEE Trans. Syst. Man Cybern. Part A Syst. Hum. 30(3), 286\u2013297 (2000)","journal-title":"IEEE Trans. Syst. Man Cybern. Part A Syst. Hum."},{"issue":"1","key":"16_CR25","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3636432","volume":"13","author":"T Reinmund","year":"2024","unstructured":"Reinmund, T., Salvini, P., Kunze, L., Jirotka, M., Winfield, A.F.T.: Variable autonomy through responsible robotics: design guidelines and research agenda. ACM Trans. Hum.-Robot Interact. 13(1), 1\u201336 (2024)","journal-title":"ACM Trans. Hum.-Robot Interact."},{"key":"16_CR26","unstructured":"Stahre, J.: Towards Human Supervisory Control in Advanced Manufacturing Systems. Chalmers University of Technology (1995)"},{"key":"16_CR27","doi-asserted-by":"crossref","unstructured":"Tsamados, A., Floridi, L., Taddeo, M.: Human control of AI systems: from supervision to teaming. AI Ethics, 1\u201314 (2024)","DOI":"10.1007\/s43681-024-00489-4"},{"key":"16_CR28","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1007\/978-3-031-75434-0_4","volume-title":"AISoLA 2024","author":"J van Diggelen","year":"2025","unstructured":"van Diggelen, J., Boshuijzen-van Burken, C., Abbass, H.: Team design patterns for meaningful human control in responsible military artificial intelligence. In: Steffen, B. (ed.) AISoLA 2024. LNCS, vol. 15217, pp. 40\u201354. Springer, Cham (2025). https:\/\/doi.org\/10.1007\/978-3-031-75434-0_4"},{"key":"16_CR29","doi-asserted-by":"publisher","DOI":"10.3389\/frai.2021.737072","volume":"4","author":"L Methnani","year":"2021","unstructured":"Methnani, L., Aler Tubella, A., Dignum, V., Theodorou, A.: Let me take over: variable autonomy for meaningful human control. Front. Artif. Intell. 4, 737072 (2021)","journal-title":"Front. Artif. Intell."},{"key":"16_CR30","doi-asserted-by":"crossref","unstructured":"Contissa, G.: Legal and governance perspectives on meaningful human control: the case of automated mobility. In: Research Handbook on Meaningful Human Control of Artificial Intelligence Systems, pp. 82\u2013103. Edward Elgar Publishing (2024)","DOI":"10.4337\/9781802204131.00013"},{"key":"16_CR31","doi-asserted-by":"crossref","unstructured":"Beck, J., Burri, T.: From \u201chuman control\u201d in international law to \u201chuman oversight\u201d in the new EU act on artificial intelligence. In: Research Handbook on Meaningful Human Control of Artificial Intelligence Systems, pp. 104\u2013130. Edward Elgar Publishing (2024)","DOI":"10.4337\/9781802204131.00014"},{"issue":"1","key":"16_CR32","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1007\/s43681-022-00167-3","volume":"3","author":"L Cavalcante Siebert","year":"2023","unstructured":"Cavalcante Siebert, L., et al.: Meaningful human control: actionable properties for AI system development. AI Ethics 3(1), 241\u2013255 (2023)","journal-title":"AI Ethics"},{"key":"16_CR33","doi-asserted-by":"publisher","first-page":"15","DOI":"10.3389\/frobt.2018.00015","volume":"5","author":"FS de Sio","year":"2018","unstructured":"de Sio, F.S., Van den Hoven, J.: Meaningful human control over autonomous systems: a philosophical account. Front. Robot. AI 5, 15 (2018)","journal-title":"Front. Robot. AI"},{"issue":"4","key":"16_CR34","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1007\/s11023-022-09591-0","volume":"33","author":"S Buijsman","year":"2023","unstructured":"Buijsman, S., Veluwenkamp, H.: Spotting when algorithms are wrong. Mind. Mach. 33(4), 541\u2013562 (2023)","journal-title":"Mind. Mach."},{"key":"16_CR35","unstructured":"Stamatis, D.H.: Failure Mode and Effect Analysis: FMEA from Theory to Execution. Quality Press (2003)"},{"key":"16_CR36","doi-asserted-by":"crossref","unstructured":"Veluwenkamp, H., Buijsman, S.: Design for operator contestability: control over autonomous systems by introducing defeaters. AI Ethics 1 (2025)","DOI":"10.1007\/s43681-025-00657-0"},{"key":"16_CR37","doi-asserted-by":"crossref","unstructured":"Mecacci, G., Amoroso, D., Siebert, L.C., Abbink, D., van den Hoven, J., de Sio, F.S.: Research Handbook on Meaningful Human Control of Artificial Intelligence Systems. Edward Elgar Publishing (2024)","DOI":"10.4337\/9781802204131"},{"key":"16_CR38","doi-asserted-by":"crossref","unstructured":"Jonker, C.M., Siebert, L.C., Murukannaiah, P.K.: Reflective hybrid intelligence for meaningful human control in decision-support systems. In: Research Handbook on Meaningful Human Control of Artificial Intelligence Systems, pp. 188\u2013204. Edward Elgar Publishing (2024)","DOI":"10.4337\/9781802204131.00019"},{"issue":"1","key":"16_CR39","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1109\/MC.2003.1160055","volume":"36","author":"JO Kephart","year":"2003","unstructured":"Kephart, J.O., Chess, D.M.: The vision of autonomic computing. Computer 36(1), 41\u201350 (2003)","journal-title":"Computer"},{"key":"16_CR40","doi-asserted-by":"crossref","unstructured":"Mandle, J.: Rawls\u2019s\u2019 A Theory of Justice\u2019: An Introduction. Cambridge University Press (2009)","DOI":"10.1017\/CBO9780511814099"},{"key":"16_CR41","unstructured":"Poretschkin, M., et al.: Guideline for designing trustworthy artificial intelligence (2023)"},{"key":"16_CR42","doi-asserted-by":"crossref","unstructured":"Saxena, D., Jung, J.-Y., Forlizzi, J., Holstein, K., Zimmerman, J.: AI mismatches: identifying potential algorithmic harms before AI development. arXiv preprint arXiv:2502.18682 (2025)","DOI":"10.1145\/3706598.3714098"},{"issue":"1","key":"16_CR43","first-page":"1","volume":"14","author":"M Rauterberg","year":"1999","unstructured":"Rauterberg, M.: Perception, cognition, action: an action theoretical approach. Perception 14(1), 1\u20138 (1999)","journal-title":"Perception"},{"key":"16_CR44","doi-asserted-by":"crossref","unstructured":"Vukeli\u0107, M., Tagalidou, N.: Personalisierte feinf\u00fchlige technik. In: K\u00fcnstliche Intelligenz und menschliche Gesellschaft, pp. 75\u201388. De Gruyter Oldenbourg (2023)","DOI":"10.1515\/9783111034706-006"},{"key":"16_CR45","doi-asserted-by":"publisher","first-page":"1274730","DOI":"10.3389\/fnrgo.2023.1274730","volume":"4","author":"M Vukeli\u0107","year":"2023","unstructured":"Vukeli\u0107, M., Bui, M., Vorreuther, A., Lingelbach, K.: Combining brain-computer interfaces with deep reinforcement learning for robot training: a feasibility study in a simulation environment. Front. Neuroergon. 4, 1274730 (2023)","journal-title":"Front. Neuroergon."},{"key":"16_CR46","unstructured":"Lingelbach, K., Diers, D., Vukeli\u0107, M.: Towards user-aware VR learning environments: combining brain-computer interfaces with virtual reality for mental state decoding. In: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems, pp. 1\u20138 (2023)"},{"key":"16_CR47","doi-asserted-by":"crossref","unstructured":"Gado, S., Lingelbach, K., Wirzberger, M., Vukelic, M.: Decoding mental effort in a quasi-realistic scenario. Sens. Online J. 23(14) (2023)","DOI":"10.3390\/s23146546"},{"key":"16_CR48","doi-asserted-by":"publisher","first-page":"1273810","DOI":"10.3389\/fnrgo.2023.1273810","volume":"4","author":"K Lingelbach","year":"2023","unstructured":"Lingelbach, K., Gado, S., Wirzberger, M., Vukeli\u0107, M.: Workload-dependent hemispheric asymmetries during the emotion-cognition interaction: a close-to-naturalistic fNIRS study. Front. Neuroergon. 4, 1273810 (2023)","journal-title":"Front. Neuroergon."}],"container-title":["IFIP Advances in Information and Communication Technology","Advances in Production Management Systems. Cyber-Physical-Human Production Systems: Human-AI Collaboration and Beyond"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-03515-8_16","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T18:24:35Z","timestamp":1783016675000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-03515-8_16"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,27]]},"ISBN":["9783032035141","9783032035158"],"references-count":48,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-03515-8_16","relation":{},"ISSN":["1868-4238","1868-422X"],"issn-type":[{"value":"1868-4238","type":"print"},{"value":"1868-422X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,27]]},"assertion":[{"value":"27 August 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"APMS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Conference on Advances in Production Management Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kamakura","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Japan","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 August 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 September 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"44","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"apms2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.apms-conference.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}