[{"date_updated":"2025-11-18T09:38:01Z","oa":"1","date_created":"2025-05-16T09:39:13Z","author":[{"first_name":"Benjamin","last_name":"Paaßen","full_name":"Paaßen, Benjamin"},{"first_name":"Suzana","full_name":"Alpsancar, Suzana","id":"93637","last_name":"Alpsancar"},{"id":"65695","full_name":"Matzner, Tobias","last_name":"Matzner","first_name":"Tobias"},{"first_name":"Ingrid","full_name":"Scharlau, Ingrid","id":"451","orcid":"0000-0003-2364-9489","last_name":"Scharlau"}],"title":"Healthy Distrust in AI systems","main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2505.09747"}],"year":"2025","citation":{"ama":"Paaßen B, Alpsancar S, Matzner T, Scharlau I. Healthy Distrust in AI systems. <i>arXiv</i>. Published online 2025.","chicago":"Paaßen, Benjamin, Suzana Alpsancar, Tobias Matzner, and Ingrid Scharlau. “Healthy Distrust in AI Systems.” <i>ArXiv</i>, 2025.","ieee":"B. Paaßen, S. Alpsancar, T. Matzner, and I. Scharlau, “Healthy Distrust in AI systems,” <i>arXiv</i>. 2025.","short":"B. Paaßen, S. Alpsancar, T. Matzner, I. Scharlau, ArXiv (2025).","mla":"Paaßen, Benjamin, et al. “Healthy Distrust in AI Systems.” <i>ArXiv</i>, 2025.","bibtex":"@article{Paaßen_Alpsancar_Matzner_Scharlau_2025, title={Healthy Distrust in AI systems}, journal={arXiv}, author={Paaßen, Benjamin and Alpsancar, Suzana and Matzner, Tobias and Scharlau, Ingrid}, year={2025} }","apa":"Paaßen, B., Alpsancar, S., Matzner, T., &#38; Scharlau, I. (2025). Healthy Distrust in AI systems. In <i>arXiv</i>."},"project":[{"name":"TRR 318 - B3: TRR 318 - Subproject B3","_id":"122"},{"name":"TRR 318 - C1: TRR 318 - Subproject C1 - Gesundes Misstrauen in Erklärungen","_id":"124"},{"name":"TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren KI","_id":"370"}],"_id":"59917","user_id":"93637","department":[{"_id":"424"},{"_id":"26"},{"_id":"756"}],"language":[{"iso":"eng"}],"type":"preprint","publication":"arXiv","abstract":[{"text":"nder the slogan of trustworthy AI, much of contemporary AI research is focused on designing AI systems and usage practices that inspire human trust and, thus, enhance adoption of AI systems. However, a person affected by an AI system may not be convinced by AI system design alone---neither should they, if the AI system is embedded in a social context that gives good reason to believe that it is used in tension with a person’s interest. In such cases,  distrust in the system may be justified and necessary to build meaningful trust in the first place. We propose the term \\emph{healthy distrust} to describe such a justified, careful stance towards certain AI usage practices. We investigate prior notions of trust and distrust in computer science, sociology, history, psychology, and philosophy, outline a remaining gap that healthy distrust might fill and conceptualize healthy distrust as a crucial part for AI usage that respects human autonomy.","lang":"eng"}],"status":"public"},{"publisher":"Springer","date_created":"2024-12-02T08:32:00Z","title":"Explanation needs and ethical demands: unpacking the instrumental value of XAI","year":"2025","language":[{"iso":"eng"}],"publication":"AI and Ethics","date_updated":"2025-11-25T21:27:44Z","oa":"1","volume":5,"author":[{"full_name":"Alpsancar, Suzana","id":"93637","last_name":"Alpsancar","first_name":"Suzana"},{"last_name":"Buhl","full_name":"Buhl, Heike M.","id":"27152","first_name":"Heike M."},{"first_name":"Tobias","last_name":"Matzner","id":"65695","full_name":"Matzner, Tobias"},{"first_name":"Ingrid","last_name":"Scharlau","orcid":"0000-0003-2364-9489","full_name":"Scharlau, Ingrid","id":"451"}],"doi":"https://doi.org/10.1007/s43681-024-00622-3","main_file_link":[{"open_access":"1"}],"publication_status":"published","related_material":{"link":[{"url":"https://links.springernature.com/f/a/xjbXcT06ufIgbHT1duGaHQ~~/AABE5gA~/RgRpMhXcP0SiaHR0cHM6Ly9saW5rLnNwcmluZ2VyLmNvbS8xMC4xMDA3L3M0MzY4MS0wMjQtMDA2MjItMz91dG1fc291cmNlPXJjdF9jb25ncmF0ZW1haWx0JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPW9hXzIwMjQxMjAzJnV0bV9jb250ZW50PTEwLjEwMDcvczQzNjgxLTAyNC0wMDYyMi0zVwNzcGNCCmdG3JBPZxsDc2FSIXN1emFuYS5hbHBzYW5jYXJAdW5pLXBhZGVyYm9ybi5kZVgEAAAHLA~~","relation":"confirmation"}]},"intvolume":"         5","page":"3015–3033","citation":{"apa":"Alpsancar, S., Buhl, H. M., Matzner, T., &#38; Scharlau, I. (2025). Explanation needs and ethical demands: unpacking the instrumental value of XAI. <i>AI and Ethics</i>, <i>5</i>, 3015–3033. <a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>","bibtex":"@article{Alpsancar_Buhl_Matzner_Scharlau_2025, title={Explanation needs and ethical demands: unpacking the instrumental value of XAI}, volume={5}, DOI={<a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>}, journal={AI and Ethics}, publisher={Springer}, author={Alpsancar, Suzana and Buhl, Heike M. and Matzner, Tobias and Scharlau, Ingrid}, year={2025}, pages={3015–3033} }","mla":"Alpsancar, Suzana, et al. “Explanation Needs and Ethical Demands: Unpacking the Instrumental Value of XAI.” <i>AI and Ethics</i>, vol. 5, Springer, 2025, pp. 3015–3033, doi:<a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>.","short":"S. Alpsancar, H.M. Buhl, T. Matzner, I. Scharlau, AI and Ethics 5 (2025) 3015–3033.","ama":"Alpsancar S, Buhl HM, Matzner T, Scharlau I. Explanation needs and ethical demands: unpacking the instrumental value of XAI. <i>AI and Ethics</i>. 2025;5:3015–3033. doi:<a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>","chicago":"Alpsancar, Suzana, Heike M. Buhl, Tobias Matzner, and Ingrid Scharlau. “Explanation Needs and Ethical Demands: Unpacking the Instrumental Value of XAI.” <i>AI and Ethics</i> 5 (2025): 3015–3033. <a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>.","ieee":"S. Alpsancar, H. M. Buhl, T. Matzner, and I. Scharlau, “Explanation needs and ethical demands: unpacking the instrumental value of XAI,” <i>AI and Ethics</i>, vol. 5, pp. 3015–3033, 2025, doi: <a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>."},"_id":"57531","project":[{"_id":"370","name":"TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren KI"},{"_id":"111","name":"TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)"},{"name":"TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell bei der Erklärung von digitalen Artefakten (Teilprojekt A04)","_id":"114"}],"department":[{"_id":"756"},{"_id":"26"}],"user_id":"93637","type":"journal_article","status":"public"},{"department":[{"_id":"26"},{"_id":"756"},{"_id":"660"}],"user_id":"93637","_id":"62305","project":[{"name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI","_id":"370"}],"language":[{"iso":"eng"}],"publication":"Digital Development. Technology, Ethics and Governance","type":"book_chapter","status":"public","editor":[{"first_name":"Mirko ","last_name":"Farina","full_name":"Farina, Mirko "},{"full_name":"Yu, Xiao ","last_name":"Yu","first_name":"Xiao "},{"first_name":"Jin","full_name":"Chen, Jin","last_name":"Chen"}],"date_created":"2025-11-25T17:58:04Z","author":[{"first_name":"Wessel","last_name":"Reijers","orcid":"0000-0003-2505-1587","full_name":"Reijers, Wessel","id":"102524"},{"full_name":"Matzner, Tobias","id":"65695","last_name":"Matzner","first_name":"Tobias"},{"first_name":"Suzana","full_name":"Alpsancar, Suzana","id":"93637","last_name":"Alpsancar"}],"date_updated":"2025-11-25T21:25:31Z","publisher":"Routledge","doi":"10.4324/9781003567622-22","title":"Explainability and AI Governance","publication_identifier":{"isbn":["9781003567622"]},"publication_status":"published","citation":{"ieee":"W. Reijers, T. Matzner, and S. Alpsancar, “Explainability and AI Governance,” in <i>Digital Development. Technology, Ethics and Governance</i>, M. Farina, X. Yu, and J. Chen, Eds. New York: Routledge, 2025.","chicago":"Reijers, Wessel, Tobias Matzner, and Suzana Alpsancar. “Explainability and AI Governance.” In <i>Digital Development. Technology, Ethics and Governance</i>, edited by Mirko  Farina, Xiao  Yu, and Jin Chen. New York: Routledge, 2025. <a href=\"https://doi.org/10.4324/9781003567622-22\">https://doi.org/10.4324/9781003567622-22</a>.","ama":"Reijers W, Matzner T, Alpsancar S. Explainability and AI Governance. In: Farina M, Yu X, Chen J, eds. <i>Digital Development. Technology, Ethics and Governance</i>. Routledge; 2025. doi:<a href=\"https://doi.org/10.4324/9781003567622-22\">10.4324/9781003567622-22</a>","mla":"Reijers, Wessel, et al. “Explainability and AI Governance.” <i>Digital Development. Technology, Ethics and Governance</i>, edited by Mirko  Farina et al., Routledge, 2025, doi:<a href=\"https://doi.org/10.4324/9781003567622-22\">10.4324/9781003567622-22</a>.","short":"W. Reijers, T. Matzner, S. Alpsancar, in: M. Farina, X. Yu, J. Chen (Eds.), Digital Development. Technology, Ethics and Governance, Routledge, New York, 2025.","bibtex":"@inbook{Reijers_Matzner_Alpsancar_2025, place={New York}, title={Explainability and AI Governance}, DOI={<a href=\"https://doi.org/10.4324/9781003567622-22\">10.4324/9781003567622-22</a>}, booktitle={Digital Development. Technology, Ethics and Governance}, publisher={Routledge}, author={Reijers, Wessel and Matzner, Tobias and Alpsancar, Suzana}, editor={Farina, Mirko  and Yu, Xiao  and Chen, Jin}, year={2025} }","apa":"Reijers, W., Matzner, T., &#38; Alpsancar, S. (2025). Explainability and AI Governance. In M. Farina, X. Yu, &#38; J. Chen (Eds.), <i>Digital Development. Technology, Ethics and Governance</i>. Routledge. <a href=\"https://doi.org/10.4324/9781003567622-22\">https://doi.org/10.4324/9781003567622-22</a>"},"year":"2025","place":"New York"},{"title":"Filter – Medienwissenschaftliche Symposien der DFG","date_created":"2024-02-22T15:06:56Z","date_updated":"2024-07-02T06:19:00Z","publisher":"MediaRep","citation":{"apa":"Adelmann, R., Matzner, T., Miggelbrink, M., &#38; Schulz, C. (Eds.). (n.d.). <i>Filter – Medienwissenschaftliche Symposien der DFG</i>. MediaRep.","mla":"Adelmann, Ralf, et al., editors. <i>Filter – Medienwissenschaftliche Symposien der DFG</i>. MediaRep.","bibtex":"@book{Adelmann_Matzner_Miggelbrink_Schulz, place={Marburg }, title={Filter – Medienwissenschaftliche Symposien der DFG}, publisher={MediaRep} }","short":"R. Adelmann, T. Matzner, M. Miggelbrink, C. Schulz, eds., Filter – Medienwissenschaftliche Symposien der DFG, MediaRep, Marburg , n.d.","ama":"Adelmann R, Matzner T, Miggelbrink M, Schulz C, eds. <i>Filter – Medienwissenschaftliche Symposien der DFG</i>. MediaRep","chicago":"Adelmann, Ralf, Tobias Matzner, Monique Miggelbrink, and Christian Schulz, eds. <i>Filter – Medienwissenschaftliche Symposien der DFG</i>. Marburg : MediaRep, n.d.","ieee":"R. Adelmann, T. Matzner, M. Miggelbrink, and C. Schulz, Eds., <i>Filter – Medienwissenschaftliche Symposien der DFG</i>. Marburg : MediaRep."},"place":"Marburg ","year":"2024","publication_status":"inpress","language":[{"iso":"ger"}],"department":[{"_id":"757"}],"user_id":"72684","_id":"51764","status":"public","editor":[{"first_name":"Ralf","full_name":"Adelmann, Ralf","id":"1","last_name":"Adelmann"},{"first_name":"Tobias","full_name":"Matzner, Tobias","id":"65695","last_name":"Matzner"},{"id":"5042","full_name":"Miggelbrink, Monique","last_name":"Miggelbrink","first_name":"Monique"},{"first_name":"Christian","last_name":"Schulz","full_name":"Schulz, Christian","id":"72684"}],"type":"book_editor"},{"author":[{"first_name":"Wessel","full_name":"Reijers, Wessel","id":"102524","orcid":"0000-0003-2505-1587","last_name":"Reijers"},{"first_name":"Tobias","last_name":"Matzner","full_name":"Matzner, Tobias","id":"65695"},{"full_name":"Alpsancar, Suzana","id":"93637","last_name":"Alpsancar","first_name":"Suzana"},{"first_name":"Martina","full_name":"Philippi, Martina","id":"100856","last_name":"Philippi"}],"date_created":"2024-11-18T10:06:46Z","date_updated":"2024-12-17T11:44:41Z","oa":"1","main_file_link":[{"open_access":"1","url":"https://dialnet.unirioja.es/descarga/articulo/9326093.pdf"}],"title":"AI explainability, temporality, and civic virtue","publication_status":"published","citation":{"bibtex":"@inproceedings{Reijers_Matzner_Alpsancar_Philippi_2024, place={Longrono}, title={AI explainability, temporality, and civic virtue}, booktitle={Smart Ethics in the Digital World: Proceedings of the ETHICOMP 2024. 21th International Conference on the Ethical and Social Impacts of ICT. Universidad de La Rioja, 2024.}, author={Reijers, Wessel and Matzner, Tobias and Alpsancar, Suzana and Philippi, Martina}, year={2024} }","short":"W. Reijers, T. Matzner, S. Alpsancar, M. Philippi, in: Smart Ethics in the Digital World: Proceedings of the ETHICOMP 2024. 21th International Conference on the Ethical and Social Impacts of ICT. Universidad de La Rioja, 2024., Longrono, 2024.","mla":"Reijers, Wessel, et al. “AI Explainability, Temporality, and Civic Virtue.” <i>Smart Ethics in the Digital World: Proceedings of the ETHICOMP 2024. 21th International Conference on the Ethical and Social Impacts of ICT. Universidad de La Rioja, 2024.</i>, 2024.","apa":"Reijers, W., Matzner, T., Alpsancar, S., &#38; Philippi, M. (2024). AI explainability, temporality, and civic virtue. <i>Smart Ethics in the Digital World: Proceedings of the ETHICOMP 2024. 21th International Conference on the Ethical and Social Impacts of ICT. Universidad de La Rioja, 2024.</i>","ama":"Reijers W, Matzner T, Alpsancar S, Philippi M. AI explainability, temporality, and civic virtue. In: <i>Smart Ethics in the Digital World: Proceedings of the ETHICOMP 2024. 21th International Conference on the Ethical and Social Impacts of ICT. Universidad de La Rioja, 2024.</i> ; 2024.","ieee":"W. Reijers, T. Matzner, S. Alpsancar, and M. Philippi, “AI explainability, temporality, and civic virtue,” 2024.","chicago":"Reijers, Wessel, Tobias Matzner, Suzana Alpsancar, and Martina Philippi. “AI Explainability, Temporality, and Civic Virtue.” In <i>Smart Ethics in the Digital World: Proceedings of the ETHICOMP 2024. 21th International Conference on the Ethical and Social Impacts of ICT. Universidad de La Rioja, 2024.</i> Longrono, 2024."},"place":"Longrono","year":"2024","user_id":"93637","department":[{"_id":"756"}],"project":[{"grant_number":"438445824","_id":"370","name":"TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren KI"}],"_id":"57172","language":[{"iso":"eng"}],"type":"conference_abstract","publication":"Smart Ethics in the Digital World: Proceedings of the ETHICOMP 2024. 21th International Conference on the Ethical and Social Impacts of ICT. Universidad de La Rioja, 2024.","status":"public"},{"publisher":"Springer International Publishing ","date_updated":"2024-07-02T06:19:43Z","date_created":"2024-02-22T14:41:24Z","author":[{"last_name":"Finke","full_name":"Finke, Josefine","first_name":"Josefine"},{"first_name":"Ilona","full_name":"Horwath, Ilona","id":"68836","last_name":"Horwath"},{"last_name":"Matzner","full_name":"Matzner, Tobias","id":"65695","first_name":"Tobias"},{"first_name":"Christian","last_name":"Schulz","id":"72684","full_name":"Schulz, Christian"}],"title":"(De)Coding social practice in the field of XAI: Towards a co-constructive framework of explanations and understanding between lay users and algorithmic systems","doi":"10.1007/978-3-031-05643-7_10","publication_status":"published","place":"Cham","year":"2022","page":"149-160","citation":{"apa":"Finke, J., Horwath, I., Matzner, T., &#38; Schulz, C. (2022). (De)Coding social practice in the field of XAI: Towards a co-constructive framework of explanations and understanding between lay users and algorithmic systems. <i>Artificial Intelligence in HCI</i>, 149–160. <a href=\"https://doi.org/10.1007/978-3-031-05643-7_10\">https://doi.org/10.1007/978-3-031-05643-7_10</a>","mla":"Finke, Josefine, et al. “(De)Coding Social Practice in the Field of XAI: Towards a Co-Constructive Framework of Explanations and Understanding between Lay Users and Algorithmic Systems.” <i>Artificial Intelligence in HCI</i>, Springer International Publishing , 2022, pp. 149–60, doi:<a href=\"https://doi.org/10.1007/978-3-031-05643-7_10\">10.1007/978-3-031-05643-7_10</a>.","short":"J. Finke, I. Horwath, T. Matzner, C. Schulz, in: Artificial Intelligence in HCI, Springer International Publishing , Cham, 2022, pp. 149–160.","bibtex":"@inproceedings{Finke_Horwath_Matzner_Schulz_2022, place={Cham}, series={Lecture Notes in Computer Science}, title={(De)Coding social practice in the field of XAI: Towards a co-constructive framework of explanations and understanding between lay users and algorithmic systems}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-05643-7_10\">10.1007/978-3-031-05643-7_10</a>}, booktitle={Artificial Intelligence in HCI}, publisher={Springer International Publishing }, author={Finke, Josefine and Horwath, Ilona and Matzner, Tobias and Schulz, Christian}, year={2022}, pages={149–160}, collection={Lecture Notes in Computer Science} }","ieee":"J. Finke, I. Horwath, T. Matzner, and C. Schulz, “(De)Coding social practice in the field of XAI: Towards a co-constructive framework of explanations and understanding between lay users and algorithmic systems,” in <i>Artificial Intelligence in HCI</i>, 2022, pp. 149–160, doi: <a href=\"https://doi.org/10.1007/978-3-031-05643-7_10\">10.1007/978-3-031-05643-7_10</a>.","chicago":"Finke, Josefine, Ilona Horwath, Tobias Matzner, and Christian Schulz. “(De)Coding Social Practice in the Field of XAI: Towards a Co-Constructive Framework of Explanations and Understanding between Lay Users and Algorithmic Systems.” In <i>Artificial Intelligence in HCI</i>, 149–60. Lecture Notes in Computer Science. Cham: Springer International Publishing , 2022. <a href=\"https://doi.org/10.1007/978-3-031-05643-7_10\">https://doi.org/10.1007/978-3-031-05643-7_10</a>.","ama":"Finke J, Horwath I, Matzner T, Schulz C. (De)Coding social practice in the field of XAI: Towards a co-constructive framework of explanations and understanding between lay users and algorithmic systems. In: <i>Artificial Intelligence in HCI</i>. Lecture Notes in Computer Science. Springer International Publishing ; 2022:149-160. doi:<a href=\"https://doi.org/10.1007/978-3-031-05643-7_10\">10.1007/978-3-031-05643-7_10</a>"},"_id":"51752","project":[{"name":"TRR 318 - B3: TRR 318 - Subproject B3","_id":"122"}],"department":[{"_id":"757"}],"user_id":"72684","series_title":"Lecture Notes in Computer Science","language":[{"iso":"eng"}],"publication":"Artificial Intelligence in HCI","type":"conference","status":"public"},{"user_id":"49063","department":[{"_id":"757"}],"_id":"42886","language":[{"iso":"eng"}],"type":"journal_article","publication":"New Media & Society","status":"public","date_created":"2023-03-09T10:59:21Z","author":[{"first_name":"Tobias","full_name":"Matzner, Tobias","id":"65695","last_name":"Matzner"}],"oa":"1","date_updated":"2023-03-17T09:12:16Z","main_file_link":[{"url":"https://doi.org/10.1177/14614448221078604","open_access":"1"}],"doi":"https://doi.org/10.1177/14614448221078604","title":"Algorithms as complementary abstractions. 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Published online first 2022}, DOI={<a href=\"https://doi.org/10.1177/14614448221078604\">https://doi.org/10.1177/14614448221078604</a>}, journal={New Media &#38; Society}, author={Matzner, Tobias}, year={2022} }","mla":"Matzner, Tobias. “Algorithms as Complementary Abstractions. Published Online First 2022.” <i>New Media &#38; Society</i>, 2022, doi:<a href=\"https://doi.org/10.1177/14614448221078604\">https://doi.org/10.1177/14614448221078604</a>.","apa":"Matzner, T. (2022). Algorithms as complementary abstractions. Published online first 2022. <i>New Media &#38; Society</i>. <a href=\"https://doi.org/10.1177/14614448221078604\">https://doi.org/10.1177/14614448221078604</a>"},"year":"2022"},{"citation":{"apa":"Matzner, T., &#38; Robaszkiewicz, M. (2022). <i>Hannah Arendt: Challenges of Plurality</i>. 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(De)Coding Social Practice in the Field of XAI: Towards a Co-constructive Framework of Explanations and Understanding Between Lay Users and Algorithmic Systems. <i>Artificial Intelligence in HCI</i>, 149–160. <a href=\"https://doi.org/10.1007/978-3-031-05643-7_10\">https://doi.org/10.1007/978-3-031-05643-7_10</a>"},"publisher":"Springer International Publishing","date_updated":"2023-05-03T08:24:22Z","date_created":"2023-01-24T16:09:42Z","author":[{"full_name":"Finke, Josefine","last_name":"Finke","first_name":"Josefine"},{"first_name":"Ilona","last_name":"Horwath","id":"68836","full_name":"Horwath, Ilona"},{"last_name":"Matzner","id":"65695","full_name":"Matzner, Tobias","first_name":"Tobias"},{"first_name":"Christian","full_name":"Schulz, Christian","last_name":"Schulz"}],"title":"(De)Coding Social Practice in the Field of XAI: Towards a Co-constructive Framework of Explanations and Understanding Between Lay Users and Algorithmic Systems","doi":"10.1007/978-3-031-05643-7_10","conference":{"name":"AI in International Conference on Human-Computer Interaction"},"publication":"Artificial Intelligence in HCI","type":"conference","status":"public","_id":"39639","project":[{"name":"TRR 318 - B3: TRR 318 - Subproject B3","_id":"122"}],"department":[{"_id":"603"},{"_id":"757"}],"user_id":"68836","language":[{"iso":"eng"}]},{"language":[{"iso":"eng"}],"ddc":["300"],"keyword":["Explainability","process ofexplaining andunderstanding","explainable artificial systems"],"file":[{"content_type":"application/pdf","relation":"main_file","date_created":"2023-11-20T16:33:51Z","creator":"haebumb","date_updated":"2023-11-20T16:33:51Z","file_id":"49081","file_name":"2020-12-01_explainability_final_version.pdf","access_level":"open_access","file_size":626217}],"abstract":[{"text":"One objective of current research in explainable intelligent systems is to implement social aspects in order to increase the relevance of explanations. In this paper, we argue that a novel conceptual framework is needed to overcome shortcomings of existing AI systems with little attention to processes of interaction and learning. Drawing from research in interaction and development, we first outline the novel conceptual framework that pushes the design of AI systems toward true interactivity with an emphasis on the role of the partner and social relevance. We propose that AI systems will be able to provide a meaningful and relevant explanation only if the process of explaining is extended to active contribution of both partners that brings about dynamics that is modulated by different levels of analysis. Accordingly, our conceptual framework comprises monitoring and scaffolding as key concepts and claims that the process of explaining is not only modulated by the interaction between explainee and explainer but is embedded into a larger social context in which conventionalized and routinized behaviors are established. We discuss our conceptual framework in relation to the established objectives of transparency and autonomy that are raised for the design of explainable AI systems currently.","lang":"eng"}],"publication":"IEEE Transactions on Cognitive and Developmental Systems","title":"Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems","date_created":"2021-09-14T20:52:57Z","year":"2021","issue":"3","quality_controlled":"1","file_date_updated":"2023-11-20T16:33:51Z","article_type":"original","user_id":"42933","department":[{"_id":"603"},{"_id":"749"},{"_id":"424"},{"_id":"67"},{"_id":"574"},{"_id":"184"},{"_id":"757"},{"_id":"54"},{"_id":"178"}],"project":[{"_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","grant_number":"438445824"}],"_id":"24456","status":"public","type":"journal_article","doi":"10.1109/tcds.2020.3044366","author":[{"last_name":"Rohlfing","full_name":"Rohlfing, Katharina J.","id":"50352","first_name":"Katharina J."},{"last_name":"Cimiano","full_name":"Cimiano, Philipp","first_name":"Philipp"},{"first_name":"Ingrid","id":"451","full_name":"Scharlau, Ingrid","last_name":"Scharlau","orcid":"0000-0003-2364-9489"},{"first_name":"Tobias","last_name":"Matzner","full_name":"Matzner, Tobias","id":"65695"},{"first_name":"Heike M.","id":"27152","full_name":"Buhl, Heike M.","last_name":"Buhl"},{"first_name":"Hendrik","full_name":"Buschmeier, Hendrik","last_name":"Buschmeier"},{"first_name":"Elena","full_name":"Esposito, Elena","last_name":"Esposito"},{"first_name":"Angela","last_name":"Grimminger","full_name":"Grimminger, Angela","id":"57578"},{"first_name":"Barbara","last_name":"Hammer","full_name":"Hammer, Barbara"},{"last_name":"Haeb-Umbach","id":"242","full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold"},{"first_name":"Ilona","id":"68836","full_name":"Horwath, Ilona","last_name":"Horwath"},{"first_name":"Eyke","id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier"},{"first_name":"Friederike","full_name":"Kern, Friederike","last_name":"Kern"},{"first_name":"Stefan","full_name":"Kopp, Stefan","last_name":"Kopp"},{"full_name":"Thommes, Kirsten","id":"72497","last_name":"Thommes","first_name":"Kirsten"},{"last_name":"Ngonga Ngomo","id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","first_name":"Axel-Cyrille"},{"last_name":"Schulte","full_name":"Schulte, Carsten","id":"60311","first_name":"Carsten"},{"first_name":"Henning","last_name":"Wachsmuth","full_name":"Wachsmuth, Henning","id":"3900"},{"first_name":"Petra","full_name":"Wagner, Petra","last_name":"Wagner"},{"first_name":"Britta","full_name":"Wrede, Britta","last_name":"Wrede"}],"volume":13,"date_updated":"2023-12-05T10:15:02Z","oa":"1","citation":{"ama":"Rohlfing KJ, Cimiano P, Scharlau I, et al. 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Rohlfing <i>et al.</i>, “Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems,” <i>IEEE Transactions on Cognitive and Developmental Systems</i>, vol. 13, no. 3, pp. 717–728, 2021, doi: <a href=\"https://doi.org/10.1109/tcds.2020.3044366\">10.1109/tcds.2020.3044366</a>.","bibtex":"@article{Rohlfing_Cimiano_Scharlau_Matzner_Buhl_Buschmeier_Esposito_Grimminger_Hammer_Haeb-Umbach_et al._2021, title={Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems}, volume={13}, DOI={<a href=\"https://doi.org/10.1109/tcds.2020.3044366\">10.1109/tcds.2020.3044366</a>}, number={3}, journal={IEEE Transactions on Cognitive and Developmental Systems}, author={Rohlfing, Katharina J. and Cimiano, Philipp and Scharlau, Ingrid and Matzner, Tobias and Buhl, Heike M. and Buschmeier, Hendrik and Esposito, Elena and Grimminger, Angela and Hammer, Barbara and Haeb-Umbach, Reinhold and et al.}, year={2021}, pages={717–728} }","mla":"Rohlfing, Katharina J., et al. “Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems.” <i>IEEE Transactions on Cognitive and Developmental Systems</i>, vol. 13, no. 3, 2021, pp. 717–28, doi:<a href=\"https://doi.org/10.1109/tcds.2020.3044366\">10.1109/tcds.2020.3044366</a>.","short":"K.J. Rohlfing, P. Cimiano, I. Scharlau, T. Matzner, H.M. Buhl, H. Buschmeier, E. Esposito, A. Grimminger, B. Hammer, R. Haeb-Umbach, I. Horwath, E. Hüllermeier, F. Kern, S. Kopp, K. Thommes, A.-C. Ngonga Ngomo, C. Schulte, H. Wachsmuth, P. Wagner, B. Wrede, IEEE Transactions on Cognitive and Developmental Systems 13 (2021) 717–728.","apa":"Rohlfing, K. J., Cimiano, P., Scharlau, I., Matzner, T., Buhl, H. M., Buschmeier, H., Esposito, E., Grimminger, A., Hammer, B., Haeb-Umbach, R., Horwath, I., Hüllermeier, E., Kern, F., Kopp, S., Thommes, K., Ngonga Ngomo, A.-C., Schulte, C., Wachsmuth, H., Wagner, P., &#38; Wrede, B. (2021). 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