[{"date_updated":"2026-03-04T10:45:19Z","title":"Framing what and how to think: Lay people’s metaphors for algorithms","year":"2026","status":"public","conference":{"name":"3rd TRR 318 Conference: Contextualizing Explanations","location":"Bielefeld"},"author":[{"full_name":"Porwol, Philip Fabian","first_name":"Philip Fabian","last_name":"Porwol","id":"56681"},{"last_name":"Körber","first_name":"Miriam","full_name":"Körber, Miriam"},{"last_name":"Kern","first_name":"Friederike ","full_name":"Kern, Friederike "},{"full_name":"Schulte, Carsten","first_name":"Carsten","last_name":"Schulte"},{"full_name":"Scharlau, Ingrid","last_name":"Scharlau","first_name":"Ingrid","orcid":"0000-0003-2364-9489","id":"451"}],"doi":"10.64136/ubio9074","user_id":"451","editor":[{"full_name":"Cimiano, Philip","first_name":"Philip","last_name":"Cimiano"},{"last_name":"Paaßen","first_name":"Benjamin","full_name":"Paaßen, Benjamin"},{"first_name":"Anna-Lisa","last_name":"Vollmer","full_name":"Vollmer, Anna-Lisa"}],"main_file_link":[{"url":"https://bielefelduniversitypress.de/publikationen/contextualizing-explanations","open_access":"1"}],"_id":"64827","language":[{"iso":"eng"}],"publisher":"Bielefeld University Press","project":[{"_id":"127","name":"TRR 318; TP C04: Metaphern als Werkzeug des Erklärens"}],"publication":"Proceedings of the 3rd TRR 318 Conference: Contextualizing Explanations","citation":{"mla":"Porwol, Philip Fabian, et al. “Framing What and How to Think: Lay People’s Metaphors for Algorithms.” <i>Proceedings of the 3rd TRR 318 Conference: Contextualizing Explanations</i>, edited by Philip Cimiano et al., Bielefeld University Press, 2026, doi:<a href=\"https://doi.org/10.64136/ubio9074\">10.64136/ubio9074</a>.","ama":"Porwol PF, Körber M, Kern F, Schulte C, Scharlau I. Framing what and how to think: Lay people’s metaphors for algorithms. In: Cimiano P, Paaßen B, Vollmer A-L, eds. <i>Proceedings of the 3rd TRR 318 Conference: Contextualizing Explanations</i>. Bielefeld University Press; 2026. doi:<a href=\"https://doi.org/10.64136/ubio9074\">10.64136/ubio9074</a>","bibtex":"@inproceedings{Porwol_Körber_Kern_Schulte_Scharlau_2026, title={Framing what and how to think: Lay people’s metaphors for algorithms}, DOI={<a href=\"https://doi.org/10.64136/ubio9074\">10.64136/ubio9074</a>}, booktitle={Proceedings of the 3rd TRR 318 Conference: Contextualizing Explanations}, publisher={Bielefeld University Press}, author={Porwol, Philip Fabian and Körber, Miriam and Kern, Friederike  and Schulte, Carsten and Scharlau, Ingrid}, editor={Cimiano, Philip and Paaßen, Benjamin and Vollmer, Anna-Lisa}, year={2026} }","apa":"Porwol, P. F., Körber, M., Kern, F., Schulte, C., &#38; Scharlau, I. (2026). Framing what and how to think: Lay people’s metaphors for algorithms. 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Vollmer (Eds.), Proceedings of the 3rd TRR 318 Conference: Contextualizing Explanations, Bielefeld University Press, 2026.","chicago":"Porwol, Philip Fabian, Miriam Körber, Friederike  Kern, Carsten Schulte, and Ingrid Scharlau. “Framing What and How to Think: Lay People’s Metaphors for Algorithms.” In <i>Proceedings of the 3rd TRR 318 Conference: Contextualizing Explanations</i>, edited by Philip Cimiano, Benjamin Paaßen, and Anna-Lisa Vollmer. 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Die Qualifizierungswege für sozialpädagogische Fachkräfte sind vielfältig, mitunter widersprüchlich und in verschiedenen Ebenen eingelagert, von Berufsfachschulen, Fachschulen, Fachhochschulen bis hin zu universitären Studiengängen. Ebenso vielfältig sind die beruflichen Anforderungen an sozialpädagogische Fachkräfte. Der Sammelband widmet sich den unterschiedlichen Zugängen zu einer Didaktik der Sozialpädagogik in Bezug auf die Bildungs-, Lern- und Qualifizierungsprozesse zukünftiger sozialpädagogischer Fachkräfte sowie Lehramtsstudierender mit der beruflichen Fachrichtung Sozialpädagogik."}],"citation":{"chicago":"Göddertz, Nina, and Anke Karber, eds. <i>Wege zu einer Didaktik der Sozialpädagogik</i>. Leverkusen: Barbara Budrich, n.d.","short":"N. Göddertz, A. Karber, eds., Wege zu einer Didaktik der Sozialpädagogik, Barbara Budrich, Leverkusen, n.d.","apa":"Göddertz, N., &#38; Karber, A. (Eds.). (n.d.). <i>Wege zu einer Didaktik der Sozialpädagogik</i>. Barbara Budrich.","ieee":"N. 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How Women Philosophers are changing the way we see the world and understand its history","year":"2026","author":[{"id":"198","full_name":"Hagengruber, Ruth Edith","first_name":"Ruth Edith","last_name":"Hagengruber","orcid":"https://orcid.org/0000-0003-3360-6335"}],"user_id":"91827","_id":"63516","language":[{"iso":"eng"}]},{"user_id":"91827","language":[{"iso":"ger"}],"_id":"63517","date_updated":"2026-01-07T12:31:30Z","publication_status":"published","title":"Cyborgs um uns herum. Der Traum vom neuen Menschen zwischen Macht, Technik und gesellschaftlichem Umbruch","year":"2026","status":"public","author":[{"id":"198","full_name":"Hagengruber, Ruth Edith","last_name":"Hagengruber","first_name":"Ruth Edith","orcid":"https://orcid.org/0000-0003-3360-6335"}],"type":"journal_article","department":[{"_id":"519"}],"date_created":"2026-01-07T12:31:12Z","publication":"Agora 42","citation":{"apa":"Hagengruber, R. E. (2026). Cyborgs um uns herum. Der Traum vom neuen Menschen zwischen Macht, Technik und gesellschaftlichem Umbruch. <i>Agora 42</i>.","mla":"Hagengruber, Ruth Edith. “Cyborgs um uns herum. Der Traum vom neuen Menschen zwischen Macht, Technik und gesellschaftlichem Umbruch.” <i>Agora 42</i>, 2026.","ieee":"R. E. Hagengruber, “Cyborgs um uns herum. Der Traum vom neuen Menschen zwischen Macht, Technik und gesellschaftlichem Umbruch,” <i>Agora 42</i>, 2026.","ama":"Hagengruber RE. Cyborgs um uns herum. Der Traum vom neuen Menschen zwischen Macht, Technik und gesellschaftlichem Umbruch. <i>Agora 42</i>. Published online 2026.","short":"R.E. Hagengruber, Agora 42 (2026).","chicago":"Hagengruber, Ruth Edith. “Cyborgs um uns herum. Der Traum vom neuen Menschen zwischen Macht, Technik und gesellschaftlichem Umbruch.” <i>Agora 42</i>, 2026.","bibtex":"@article{Hagengruber_2026, title={Cyborgs um uns herum. Der Traum vom neuen Menschen zwischen Macht, Technik und gesellschaftlichem Umbruch}, journal={Agora 42}, author={Hagengruber, Ruth Edith}, year={2026} }"}},{"conference":{"name":"Norwegian History Days","start_date":"2024-06-27","location":"Bodø","end_date":"2024-06-29"},"author":[{"full_name":"Huybrechts, Yves","first_name":"Yves","last_name":"Huybrechts","orcid":"0009-0009-2166-9794","id":"78579"}],"status":"public","title":"In or out of the Empire? The implications of Danish claims to the principality of Jever for Netherlandish territorial integrity  (1675-1689)","year":"2026","date_updated":"2025-07-19T12:34:01Z","publication_status":"submitted","_id":"60666","language":[{"iso":"eng"}],"user_id":"78579","citation":{"apa":"Huybrechts, Y. (n.d.). <i>In or out of the Empire? The implications of Danish claims to the principality of Jever for Netherlandish territorial integrity  (1675-1689)</i>. Norwegian History Days, Bodø.","ieee":"Y. Huybrechts, “In or out of the Empire? The implications of Danish claims to the principality of Jever for Netherlandish territorial integrity  (1675-1689),” presented at the Norwegian History Days, Bodø.","chicago":"Huybrechts, Yves. “In or out of the Empire? The Implications of Danish Claims to the Principality of Jever for Netherlandish Territorial Integrity  (1675-1689),” n.d.","short":"Y. Huybrechts, in: n.d.","mla":"Huybrechts, Yves. <i>In or out of the Empire? The Implications of Danish Claims to the Principality of Jever for Netherlandish Territorial Integrity  (1675-1689)</i>.","ama":"Huybrechts Y. In or out of the Empire? The implications of Danish claims to the principality of Jever for Netherlandish territorial integrity  (1675-1689).","bibtex":"@inproceedings{Huybrechts, title={In or out of the Empire? The implications of Danish claims to the principality of Jever for Netherlandish territorial integrity  (1675-1689)}, author={Huybrechts, Yves} }"},"abstract":[{"lang":"eng","text":"Few principalities were as interwoven with European politics and as prone to dichotomous debate as the East Frisian Jever. At the mouth of the Weser and in the back of the Dutch republic, Jever conjoined the Western and Nordic struggles of the seventeenth century. It proved crucial during the French invasions of the Low Countries and it enabled Denmark-Norway to march on a wider front against Swedish possessions on the continent. When the Danish king in 1677 tried to add Jever to his Oldenburg titles, he was thus locked in a conflict between Spain and France regarding the overlordship over Jever. This revealed larger interests because Jever was connected to the Holy Roman Empire through feudal bonds with the Spanish Netherlands and the Burgundian Circle that unified these Netherlands. The presentation will show how the prima vista dichotomy of French or Spanish overlordship over Jever carried the real debate whether Jever – and thus the Spanish Netherlands – belonged to the Empire or not. In claiming the right to hand Jever to Denmark for an alliance, French Louis XIV not only severed the Spanish Netherlands from imperial support. He also disintegrated them. Spain therefore couldn’t accept foreign overlordship over Netherlandish fiefs and needed Jever to solicit Danish support against the French. Meanwhile, the Emperor fought the intrusion of France’s Réunion policy in the Empire whilst Brandeburg and Sweden meddled to manoeuvre Denmark within the ongoing Nordic struggle. The outcome of the debate (at the imperial Diet as well as the Danish court) would ultimately decide the margins within the Empire to choose alliances. Jever thus demonstrates how interwoven dependencies of territories could provoke dichotomies that shifted strategic policies."}],"date_created":"2025-07-19T12:29:16Z","department":[{"_id":"6"}],"type":"conference"},{"department":[{"_id":"136"},{"_id":"11"}],"oa":"1","type":"journal_article","date_created":"2026-03-13T09:32:44Z","project":[{"name":"Politische Ökonomie der Medien und der Kommunikation","_id":"1084"}],"citation":{"bibtex":"@article{Fuchs_2026, title={Warum wir ein Public-Service-Internet brauchen, nicht die Definanzierung öffentlicher Medien}, number={30}, journal={ORF Public Value Texte}, author={Fuchs, Christian}, year={2026}, pages={66–71} }","ama":"Fuchs C. 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Warum wir ein Public-Service-Internet brauchen, nicht die Definanzierung öffentlicher Medien. <i>ORF Public Value Texte</i>, <i>30</i>, 66–71."},"publication":"ORF Public Value Texte","issue":"30","user_id":"21863","language":[{"iso":"eng"}],"_id":"64907","page":"66-71","main_file_link":[{"open_access":"1","url":"https://zukunft.orf.at/show_content.php?sid=147&pvi_id=2543&pvi_medientyp=t&oti_tag=Texte"}],"publication_status":"published","date_updated":"2026-03-13T09:32:48Z","author":[{"id":"21863","full_name":"Fuchs, Christian","first_name":"Christian","last_name":"Fuchs","orcid":"0000-0003-0589-4579"}],"year":"2026","status":"public","title":"Warum wir ein Public-Service-Internet brauchen, nicht die Definanzierung öffentlicher Medien"},{"date_created":"2025-05-22T10:37:18Z","place":"Bielefeld","type":"book_chapter","department":[{"_id":"444"}],"publication":"Speak Up! 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ISABELLE WIMMER: Goethe auf der französischen Opernbühne. Zur künstlerischen Goethe-Rezeption im 19. Jahrhundert. Baden-Baden: Rombach Wissenschaft 2024. 587 S., Tab. (Reihe Musik und Literatur. Band 4.). In <i>Die Musikforschung</i> (Vol. 79, Issue 1, pp. 99–102). Sachsische Landesbibliothek, Staats- und Universitatsbibliothek Dresden. <a href=\"https://doi.org/10.52412/mf.2026.h1.5145\">https://doi.org/10.52412/mf.2026.h1.5145</a>","bibtex":"@article{Münzmay_2026, title={ISABELLE WIMMER: Goethe auf der französischen Opernbühne. Zur künstlerischen Goethe-Rezeption im 19. Jahrhundert. Baden-Baden: Rombach Wissenschaft 2024. 587 S., Tab. (Reihe Musik und Literatur. Band 4.)}, volume={79}, DOI={<a href=\"https://doi.org/10.52412/mf.2026.h1.5145\">10.52412/mf.2026.h1.5145</a>}, number={1}, journal={Die Musikforschung}, publisher={Sachsische Landesbibliothek, Staats- und Universitatsbibliothek Dresden}, author={Münzmay, Andreas}, year={2026}, pages={99–102} }","ama":"Münzmay A. ISABELLE WIMMER: Goethe auf der französischen Opernbühne. Zur künstlerischen Goethe-Rezeption im 19. Jahrhundert. Baden-Baden: Rombach Wissenschaft 2024. 587 S., Tab. (Reihe Musik und Literatur. Band 4.). <i>Die Musikforschung</i>. 2026;79(1):99-102. doi:<a href=\"https://doi.org/10.52412/mf.2026.h1.5145\">10.52412/mf.2026.h1.5145</a>","mla":"Münzmay, Andreas. “ISABELLE WIMMER: Goethe auf der französischen Opernbühne. Zur künstlerischen Goethe-Rezeption im 19. Jahrhundert. Baden-Baden: Rombach Wissenschaft 2024. 587 S., Tab. (Reihe Musik und Literatur. Band 4.).” <i>Die Musikforschung</i>, vol. 79, no. 1, Sachsische Landesbibliothek, Staats- und Universitatsbibliothek Dresden, 2026, pp. 99–102, doi:<a href=\"https://doi.org/10.52412/mf.2026.h1.5145\">10.52412/mf.2026.h1.5145</a>."},"status":"public","user_id":"61139","volume":79,"page":"99-102","publisher":"Sachsische Landesbibliothek, Staats- und Universitatsbibliothek Dresden","_id":"64981"},{"citation":{"chicago":"Fuchs, Christian. “Why We Need a Public Service Internet, Not the Defunding of Public Service Media. .” <i>ORF Public Value Texte </i>, no. 30 (2026): 63–67.","short":"C. Fuchs, ORF Public Value Texte  (2026) 63–67.","apa":"Fuchs, C. (2026). Why We Need a Public Service Internet, not the Defunding of Public Service Media. . <i>ORF Public Value Texte </i>, <i>30</i>, 63–67.","ieee":"C. Fuchs, “Why We Need a Public Service Internet, not the Defunding of Public Service Media. ,” <i>ORF Public Value Texte </i>, no. 30, pp. 63–67, 2026.","ama":"Fuchs C. 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Festschrift für Andreas Körber</i>. 2026."},"editor":[{"full_name":"Kalusche, Katinka","last_name":"Kalusche","first_name":"Katinka"},{"full_name":"Bormuth, Heike","first_name":"Heike","last_name":"Bormuth"},{"full_name":"Meyer-Hamme, Johannes","last_name":"Meyer-Hamme","first_name":"Johannes","id":"49623"}],"user_id":"69283","language":[{"iso":"ger"}],"_id":"65056","date_updated":"2026-03-18T14:37:45Z","status":"public","title":"Selbstständig. Geschichtslernen als Befähigung zum historischen Denken. Festschrift für Andreas Körber","year":"2026"},{"main_file_link":[{"open_access":"1","url":"https://doi.org/10.1007/978-981-96-5290-7_9"}],"language":[{"iso":"eng"}],"doi":"10.1007/978-981-96-5290-7_9","title":"Responsibilities in sXAI","year":"2026","publication_identifier":{"isbn":["9789819652891","9789819652907"]},"author":[{"id":"50352","full_name":"Rohlfing, Katharina J.","first_name":"Katharina J.","last_name":"Rohlfing","orcid":"0000-0002-5676-8233"},{"id":"93637","full_name":"Alpsancar, Suzana","first_name":"Suzana","last_name":"Alpsancar"},{"id":"60311","last_name":"Schulte","first_name":"Carsten","full_name":"Schulte, Carsten"}],"date_updated":"2026-03-19T11:53:01Z","publication_status":"published","date_created":"2026-03-19T10:59:18Z","type":"book_chapter","department":[{"_id":"26"},{"_id":"756"}],"publication":"Social Explainable AI","abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n                  <jats:p>\r\n                    One of the purposes for which XAI is often brought into play is to enable a user to act responsibly. However, responsibility is a complex normative and social phenomenon that we unfold in this chapter. We consider that the classical concepts of agency and responsibility do not fully capture what is needed for meaningful collaboration between human users and XAI. Advocating the perspective of sXAI, we argue that the growing adaptivity of AI systems will result in sXAI being considered as partners. Both partners adopt particular (dialogical) roles within a collaborative process and take responsibility for them. We expect that these roles lead to reactive attitudes toward the sXAI on the side of the human partners that make these roles relational. They resemble those reactive attitudes that we hold toward other human agents. For agents to exercise their responsibility, they need to possess agential capacities to fulfill their role with respect to the structure of a social interaction. Hence, sXAI can be expected to act responsibly. But because of XAI’s limited normative capacities, it might rather act as a marginal agent. We refer to marginal agents and show they can be scaffolded with regard to their agential capacities and their knowledge about the structure of a social interaction. The structure links the actions of the partners to each other in terms of a set of stimuli and responses to it in pursuit of a particular goal. Hence, it is important to differentiate between the different goals that a structure can impose for exercising responsibility. Therefore, we follow (Responsibility from the margins. Oxford University Press; 2015.\r\n                    <jats:ext-link xmlns:xlink=\"http://www.w3.org/1999/xlink\" xlink:href=\"https://doi.org/10.1093/acprof:oso/9780198715672.24001.0001\" ext-link-type=\"uri\">https://doi.org/10.1093/acprof:oso/9780198715672.24001.0001</jats:ext-link>\r\n                    ) and offer three structures that can help to organize responsibility for\r\n                    <jats:italic>decisions made</jats:italic>\r\n                    with the assistance of AI systems. These structures are attributability, answerability, and accountability. Our insights will inform the development and design process of XAI to meet the guiding principles of responsible research and innovation as well as trustworthy AI.\r\n                  </jats:p>","lang":"eng"}],"page":"157-177","publisher":"Springer Nature Singapore","_id":"65061","user_id":"93637","status":"public","place":"Singapore","oa":"1","citation":{"mla":"Rohlfing, Katharina J., et al. “Responsibilities in SXAI.” <i>Social Explainable AI</i>, Springer Nature Singapore, 2026, pp. 157–77, doi:<a href=\"https://doi.org/10.1007/978-981-96-5290-7_9\">10.1007/978-981-96-5290-7_9</a>.","bibtex":"@inbook{Rohlfing_Alpsancar_Schulte_2026, place={Singapore}, title={Responsibilities in sXAI}, DOI={<a href=\"https://doi.org/10.1007/978-981-96-5290-7_9\">10.1007/978-981-96-5290-7_9</a>}, booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Rohlfing, Katharina J. and Alpsancar, Suzana and Schulte, Carsten}, year={2026}, pages={157–177} }","ama":"Rohlfing KJ, Alpsancar S, Schulte C. Responsibilities in sXAI. In: <i>Social Explainable AI</i>. Springer Nature Singapore; 2026:157-177. doi:<a href=\"https://doi.org/10.1007/978-981-96-5290-7_9\">10.1007/978-981-96-5290-7_9</a>","ieee":"K. J. Rohlfing, S. Alpsancar, and C. Schulte, “Responsibilities in sXAI,” in <i>Social Explainable AI</i>, Singapore: Springer Nature Singapore, 2026, pp. 157–177.","apa":"Rohlfing, K. J., Alpsancar, S., &#38; Schulte, C. (2026). Responsibilities in sXAI. In <i>Social Explainable AI</i> (pp. 157–177). Springer Nature Singapore. <a href=\"https://doi.org/10.1007/978-981-96-5290-7_9\">https://doi.org/10.1007/978-981-96-5290-7_9</a>","short":"K.J. Rohlfing, S. Alpsancar, C. Schulte, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 157–177.","chicago":"Rohlfing, Katharina J., Suzana Alpsancar, and Carsten Schulte. “Responsibilities in SXAI.” In <i>Social Explainable AI</i>, 157–77. Singapore: Springer Nature Singapore, 2026. <a href=\"https://doi.org/10.1007/978-981-96-5290-7_9\">https://doi.org/10.1007/978-981-96-5290-7_9</a>."},"project":[{"name":"TRR 318: Erklärbarkeit konstruieren","_id":"109"},{"name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI","_id":"370"}]},{"user_id":"93637","page":"557-581","_id":"65063","publisher":"Springer Nature Singapore","status":"public","oa":"1","place":"Singapore","project":[{"name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI","_id":"370"}],"citation":{"mla":"Alpsancar, Suzana, and Eugenia Stamboliev. “Tasking AI Fairly. How to Empower AI Practitioners With SXAI?” <i>Social Explainable AI</i>, Springer Nature Singapore, 2026, pp. 557–81, doi:<a href=\"https://doi.org/10.1007/978-981-96-5290-7_29\">10.1007/978-981-96-5290-7_29</a>.","apa":"Alpsancar, S., &#38; Stamboliev, E. (2026). Tasking AI Fairly. How to Empower AI Practitioners With sXAI? In <i>Social Explainable AI</i> (pp. 557–581). Springer Nature Singapore. <a href=\"https://doi.org/10.1007/978-981-96-5290-7_29\">https://doi.org/10.1007/978-981-96-5290-7_29</a>","ieee":"S. Alpsancar and E. Stamboliev, “Tasking AI Fairly. How to Empower AI Practitioners With sXAI?,” in <i>Social Explainable AI</i>, Singapore: Springer Nature Singapore, 2026, pp. 557–581.","short":"S. Alpsancar, E. Stamboliev, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 557–581.","ama":"Alpsancar S, Stamboliev E. Tasking AI Fairly. How to Empower AI Practitioners With sXAI? In: <i>Social Explainable AI</i>. Springer Nature Singapore; 2026:557-581. doi:<a href=\"https://doi.org/10.1007/978-981-96-5290-7_29\">10.1007/978-981-96-5290-7_29</a>","chicago":"Alpsancar, Suzana, and Eugenia Stamboliev. “Tasking AI Fairly. How to Empower AI Practitioners With SXAI?” In <i>Social Explainable AI</i>, 557–81. Singapore: Springer Nature Singapore, 2026. <a href=\"https://doi.org/10.1007/978-981-96-5290-7_29\">https://doi.org/10.1007/978-981-96-5290-7_29</a>.","bibtex":"@inbook{Alpsancar_Stamboliev_2026, place={Singapore}, title={Tasking AI Fairly. How to Empower AI Practitioners With sXAI?}, DOI={<a href=\"https://doi.org/10.1007/978-981-96-5290-7_29\">10.1007/978-981-96-5290-7_29</a>}, booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Alpsancar, Suzana and Stamboliev, Eugenia}, year={2026}, pages={557–581} }"},"doi":"10.1007/978-981-96-5290-7_29","main_file_link":[{"open_access":"1","url":"https://doi.org/10.1007/978-981-96-5290-7_29"}],"language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2026-03-19T11:53:42Z","year":"2026","title":"Tasking AI Fairly. How to Empower AI Practitioners With sXAI?","publication_identifier":{"isbn":["9789819652891","9789819652907"]},"author":[{"id":"93637","last_name":"Alpsancar","first_name":"Suzana","full_name":"Alpsancar, Suzana"},{"full_name":"Stamboliev, Eugenia","first_name":"Eugenia","last_name":"Stamboliev"}],"type":"book_chapter","department":[{"_id":"26"},{"_id":"756"}],"date_created":"2026-03-19T11:03:30Z","abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n                  <jats:p>\r\n                    This chapter critically examines how social explainable AI (sXAI) can better support AI practitioners in ensuring fairness in AI-based decision-making. We argue for a fundamental shift: Fairness should be understood not as a technical property or an information problem, but as a matter of vulnerability—focusing on the real-world impacts of AI on individuals and groups, especially those most at risk. Hereby, we call for a shift in perspective: from fair AI to\r\n                    <jats:italic>tasking AI fairly</jats:italic>\r\n                    . To motivate our vulnerability approach, we review the “Dutch welfare fraud scandal” (system risk indication—SyRI) and current challenges in the field of fair AI/machine learning (ML). Vulnerability of a person or members of a definable group of persons is a complex relational notion, and not a technical property of a technical system. Accordingly, we suggest several nontechnical strategies that hold the promise to compensate for the insufficiency of purely technical approaches to fairness and other ethical issues in the practical use of AI-based systems. To discuss how sXAI, due to its interactive and adaptive social character, might better fulfill this role than current XAI techniques, we provide a toy scenario for how sXAI might support the virtuous AI practitioner in an ethical inquiry. Finally, we also address challenges and limits of our approach.\r\n                  </jats:p>","lang":"eng"}],"publication":"Social Explainable AI"},{"publication":"Social Explainable AI","abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title>\r\n                  <jats:p>XAI can minimize the risks of being manipulated and deceived by AI but in turn entails other specific risks. This also applies to sXAI, and the specifically social character of sXAI harbors particular risks that designers and developers should be aware of. In this chapter, we shall discuss the potential opportunities and risks of sXAI. We see a particularly positive potential in the social character of sXAI, which lies in the fact that skillful users, including those with “healthy distrust,” can use the adaptivity of sXAI to produce an explanation that is actually relevant and adequate for them. However, this requires a high level of skills on the part of the user and is thus in contrast to the general promise of efficiency in the use of AI. A potential risk of XAI is that it can be (even more) persuasive, as the interactive involvement and the anthropomorphism strengthen a trustworthy appearance/performance (independent of the adequacy of the sXAI performance).</jats:p>"}],"date_created":"2026-03-19T11:05:30Z","type":"book_chapter","department":[{"_id":"26"},{"_id":"756"}],"title":"The Risk of Manipulation and Deception in sXAI","year":"2026","publication_identifier":{"isbn":["9789819652891","9789819652907"]},"author":[{"full_name":"Alpsancar, Suzana","last_name":"Alpsancar","first_name":"Suzana","id":"93637"},{"full_name":"Klenk, Michael","first_name":"Michael","last_name":"Klenk"}],"date_updated":"2026-03-19T11:52:00Z","publication_status":"published","main_file_link":[{"open_access":"1","url":" https://doi.org/10.1007/978-981-96-5290-7_30"}],"language":[{"iso":"eng"}],"doi":"10.1007/978-981-96-5290-7_30","citation":{"bibtex":"@inbook{Alpsancar_Klenk_2026, place={Singapore}, title={The Risk of Manipulation and Deception in sXAI}, DOI={<a href=\"https://doi.org/10.1007/978-981-96-5290-7_30\">10.1007/978-981-96-5290-7_30</a>}, booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Alpsancar, Suzana and Klenk, Michael}, year={2026}, pages={583–616} }","ama":"Alpsancar S, Klenk M. The Risk of Manipulation and Deception in sXAI. In: <i>Social Explainable AI</i>. Springer Nature Singapore; 2026:583-616. doi:<a href=\"https://doi.org/10.1007/978-981-96-5290-7_30\">10.1007/978-981-96-5290-7_30</a>","mla":"Alpsancar, Suzana, and Michael Klenk. “The Risk of Manipulation and Deception in SXAI.” <i>Social Explainable AI</i>, Springer Nature Singapore, 2026, pp. 583–616, doi:<a href=\"https://doi.org/10.1007/978-981-96-5290-7_30\">10.1007/978-981-96-5290-7_30</a>.","short":"S. Alpsancar, M. Klenk, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 583–616.","chicago":"Alpsancar, Suzana, and Michael Klenk. “The Risk of Manipulation and Deception in SXAI.” In <i>Social Explainable AI</i>, 583–616. Singapore: Springer Nature Singapore, 2026. <a href=\"https://doi.org/10.1007/978-981-96-5290-7_30\">https://doi.org/10.1007/978-981-96-5290-7_30</a>.","ieee":"S. Alpsancar and M. Klenk, “The Risk of Manipulation and Deception in sXAI,” in <i>Social Explainable AI</i>, Singapore: Springer Nature Singapore, 2026, pp. 583–616.","apa":"Alpsancar, S., &#38; Klenk, M. (2026). The Risk of Manipulation and Deception in sXAI. In <i>Social Explainable AI</i> (pp. 583–616). Springer Nature Singapore. <a href=\"https://doi.org/10.1007/978-981-96-5290-7_30\">https://doi.org/10.1007/978-981-96-5290-7_30</a>"},"project":[{"_id":"109","name":"TRR 318: Erklärbarkeit konstruieren"},{"_id":"370","name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI"}],"place":"Singapore","oa":"1","status":"public","page":"583-616","_id":"65064","publisher":"Springer Nature Singapore","user_id":"93637"},{"language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://doi.org/10.1007/978-981-96-5290-7_10"}],"publication_status":"published","date_updated":"2026-03-19T10:58:47Z","author":[{"id":"102524","first_name":"Wessel","last_name":"Reijers","orcid":"0000-0003-2505-1587","full_name":"Reijers, Wessel"},{"full_name":"Alpsancar, Suzana","last_name":"Alpsancar","first_name":"Suzana","id":"93637"}],"year":"2026","title":"Values and Norms in sXAI","department":[{"_id":"26"},{"_id":"756"}],"type":"book_chapter","date_created":"2025-11-30T07:54:44Z","related_material":{"link":[{"url":"https://link.springer.com/book/9789819652891","relation":"confirmation"}]},"publication":"Social explainable AI. Communications of NII Shonan Meetings","editor":[{"full_name":"Rohlfing, Katharina","last_name":"Rohlfing","first_name":"Katharina"},{"first_name":"Kary","last_name":"Främling","full_name":"Främling, Kary"},{"last_name":"Lim","first_name":"Brian","full_name":"Lim, Brian"},{"full_name":"Alpsancar, Suzana","last_name":"Alpsancar","first_name":"Suzana"},{"first_name":"Kirsten","last_name":"Thommes","full_name":"Thommes, Kirsten"}],"user_id":"93637","_id":"62709","publisher":"Springer","page":"179-195","status":"public","oa":"1","place":"Singapore","quality_controlled":"1","citation":{"chicago":"Reijers, Wessel, and Suzana Alpsancar. “Values and Norms in SXAI.” In <i>Social Explainable AI. Communications of NII Shonan Meetings</i>, edited by Katharina Rohlfing, Kary Främling, Brian Lim, Suzana Alpsancar, and Kirsten Thommes, 179–95. Singapore: Springer, 2026.","short":"W. Reijers, S. Alpsancar, in: K. Rohlfing, K. Främling, B. Lim, S. Alpsancar, K. Thommes (Eds.), Social Explainable AI. Communications of NII Shonan Meetings, Springer, Singapore, 2026, pp. 179–195.","ieee":"W. Reijers and S. Alpsancar, “Values and Norms in sXAI,” in <i>Social explainable AI. Communications of NII Shonan Meetings</i>, K. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K. Thommes, Eds. Singapore: Springer, 2026, pp. 179–195.","apa":"Reijers, W., &#38; Alpsancar, S. (2026). Values and Norms in sXAI. In K. Rohlfing, K. Främling, B. Lim, S. Alpsancar, &#38; K. Thommes (Eds.), <i>Social explainable AI. Communications of NII Shonan Meetings</i> (pp. 179–195). Springer.","bibtex":"@inbook{Reijers_Alpsancar_2026, place={Singapore}, title={Values and Norms in sXAI}, booktitle={Social explainable AI. Communications of NII Shonan Meetings}, publisher={Springer}, author={Reijers, Wessel and Alpsancar, Suzana}, editor={Rohlfing, Katharina and Främling, Kary and Lim, Brian and Alpsancar, Suzana and Thommes, Kirsten}, year={2026}, pages={179–195} }","ama":"Reijers W, Alpsancar S. Values and Norms in sXAI. In: Rohlfing K, Främling K, Lim B, Alpsancar S, Thommes K, eds. <i>Social Explainable AI. Communications of NII Shonan Meetings</i>. Springer; 2026:179-195.","mla":"Reijers, Wessel, and Suzana Alpsancar. “Values and Norms in SXAI.” <i>Social Explainable AI. Communications of NII Shonan Meetings</i>, edited by Katharina Rohlfing et al., Springer, 2026, pp. 179–95."}},{"doi":"10.1007/978-981-96-5290-7_1","main_file_link":[{"url":"https://link.springer.com/book/10.1007/978-981-96-5290-7","open_access":"1"}],"language":[{"iso":"eng"}],"date_updated":"2026-03-19T11:59:42Z","publication_status":"published","year":"2026","title":"Social Explainable AI","publication_identifier":{"isbn":["9789819652891","9789819652907"]},"type":"book_editor","department":[{"_id":"26"},{"_id":"756"}],"date_created":"2026-03-19T11:55:17Z","abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title>\r\n                  <jats:p>This introduction sets the stage for the present book. Whereas research in eXplainable AI (XAI) is motivated by societal changes and values, technology development largely ignores social aspects. This book aims to address this research gap with a systematic and comprehensive social view on explainable AI. Besides introducing many relevant concepts, the book offers first access to their possible implementation, thus advancing the development of more social XAI. The introduction starts by connecting the topic to the general research field of XAI. The second part defines the novel approach of social eXplainable AI (sXAI) along the three characteristics of social interaction such as patternedness, incrementality, and multimodality. Finally, the third part explains the structure followed by each chapter. The book offers insights not only for readers who work on technology development but also for those working in sociotechnical fields. Addressing an interdisciplinary readership, the book is an invitation for more exchange and further development of the sXAI field.</jats:p>"}],"user_id":"93637","editor":[{"id":"50352","first_name":"Katharina J.","last_name":"Rohlfing","orcid":"0000-0002-5676-8233","full_name":"Rohlfing, Katharina J."},{"full_name":"Främling, Kary","last_name":"Främling","first_name":"Kary"},{"first_name":"Brian","last_name":"Lim","full_name":"Lim, Brian"},{"id":"93637","last_name":"Alpsancar","first_name":"Suzana","full_name":"Alpsancar, Suzana"},{"id":"72497","first_name":"Kirsten","last_name":"Thommes","full_name":"Thommes, Kirsten"}],"_id":"65065","publisher":"Springer Nature Singapore","status":"public","oa":"1","place":"Singapore","project":[{"_id":"109","name":"TRR 318: Erklärbarkeit konstruieren"}],"citation":{"ieee":"K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K. Thommes, Eds., <i>Social Explainable AI</i>. Singapore: Springer Nature Singapore, 2026.","apa":"Rohlfing, K. J., Främling, K., Lim, B., Alpsancar, S., &#38; Thommes, K. (Eds.). (2026). <i>Social Explainable AI</i>. Springer Nature Singapore. <a href=\"https://doi.org/10.1007/978-981-96-5290-7_1\">https://doi.org/10.1007/978-981-96-5290-7_1</a>","short":"K.J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, K. Thommes, eds., Social Explainable AI, Springer Nature Singapore, Singapore, 2026.","chicago":"Rohlfing, Katharina J., Kary Främling, Brian Lim, Suzana Alpsancar, and Kirsten Thommes, eds. <i>Social Explainable AI</i>. Singapore: Springer Nature Singapore, 2026. <a href=\"https://doi.org/10.1007/978-981-96-5290-7_1\">https://doi.org/10.1007/978-981-96-5290-7_1</a>.","mla":"Rohlfing, Katharina J., et al., editors. <i>Social Explainable AI</i>. Springer Nature Singapore, 2026, doi:<a href=\"https://doi.org/10.1007/978-981-96-5290-7_1\">10.1007/978-981-96-5290-7_1</a>.","bibtex":"@book{Rohlfing_Främling_Lim_Alpsancar_Thommes_2026, place={Singapore}, title={Social Explainable AI}, DOI={<a href=\"https://doi.org/10.1007/978-981-96-5290-7_1\">10.1007/978-981-96-5290-7_1</a>}, publisher={Springer Nature Singapore}, year={2026} }","ama":"Rohlfing KJ, Främling K, Lim B, Alpsancar S, Thommes K, eds. <i>Social Explainable AI</i>. Springer Nature Singapore; 2026. doi:<a href=\"https://doi.org/10.1007/978-981-96-5290-7_1\">10.1007/978-981-96-5290-7_1</a>"}}]