---
_id: '59917'
abstract:
- lang: eng
  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.
author:
- first_name: Benjamin
  full_name: Paaßen, Benjamin
  last_name: Paaßen
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
citation:
  ama: Paaßen B, Alpsancar S, Matzner T, Scharlau I. Healthy Distrust in AI systems.
    <i>arXiv</i>. Published online 2025.
  apa: Paaßen, B., Alpsancar, S., Matzner, T., &#38; Scharlau, I. (2025). Healthy
    Distrust in AI systems. In <i>arXiv</i>.
  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} }'
  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.
  mla: Paaßen, Benjamin, et al. “Healthy Distrust in AI Systems.” <i>ArXiv</i>, 2025.
  short: B. Paaßen, S. Alpsancar, T. Matzner, I. Scharlau, ArXiv (2025).
date_created: 2025-05-16T09:39:13Z
date_updated: 2025-11-18T09:38:01Z
department:
- _id: '424'
- _id: '26'
- _id: '756'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2505.09747
oa: '1'
project:
- _id: '122'
  name: 'TRR 318 - B3: TRR 318 - Subproject B3'
- _id: '124'
  name: 'TRR 318 - C1: TRR 318 - Subproject C1 - Gesundes Misstrauen in Erklärungen'
- _id: '370'
  name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren
    KI'
publication: arXiv
status: public
title: Healthy Distrust in AI systems
type: preprint
user_id: '93637'
year: '2025'
...
---
_id: '57531'
author:
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
citation:
  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>'
  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}
    }'
  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>.'
  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.
date_created: 2024-12-02T08:32:00Z
date_updated: 2025-11-25T21:27:44Z
department:
- _id: '756'
- _id: '26'
doi: https://doi.org/10.1007/s43681-024-00622-3
intvolume: '         5'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 3015–3033
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)'
- _id: '114'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: AI and Ethics
publication_status: published
publisher: Springer
related_material:
  link:
  - relation: confirmation
    url: https://links.springernature.com/f/a/xjbXcT06ufIgbHT1duGaHQ~~/AABE5gA~/RgRpMhXcP0SiaHR0cHM6Ly9saW5rLnNwcmluZ2VyLmNvbS8xMC4xMDA3L3M0MzY4MS0wMjQtMDA2MjItMz91dG1fc291cmNlPXJjdF9jb25ncmF0ZW1haWx0JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPW9hXzIwMjQxMjAzJnV0bV9jb250ZW50PTEwLjEwMDcvczQzNjgxLTAyNC0wMDYyMi0zVwNzcGNCCmdG3JBPZxsDc2FSIXN1emFuYS5hbHBzYW5jYXJAdW5pLXBhZGVyYm9ybi5kZVgEAAAHLA~~
status: public
title: 'Explanation needs and ethical demands: unpacking the instrumental value of
  XAI'
type: journal_article
user_id: '93637'
volume: 5
year: '2025'
...
---
_id: '62305'
author:
- first_name: Wessel
  full_name: Reijers, Wessel
  id: '102524'
  last_name: Reijers
  orcid: 0000-0003-2505-1587
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
citation:
  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>'
  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>
  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} }'
  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>.'
  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.'
  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.'
date_created: 2025-11-25T17:58:04Z
date_updated: 2025-11-25T21:25:31Z
department:
- _id: '26'
- _id: '756'
- _id: '660'
doi: 10.4324/9781003567622-22
editor:
- first_name: 'Mirko '
  full_name: 'Farina, Mirko '
  last_name: Farina
- first_name: 'Xiao '
  full_name: 'Yu, Xiao '
  last_name: Yu
- first_name: Jin
  full_name: Chen, Jin
  last_name: Chen
language:
- iso: eng
place: New York
project:
- _id: '370'
  name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI'
publication: Digital Development. Technology, Ethics and Governance
publication_identifier:
  isbn:
  - '9781003567622'
publication_status: published
publisher: Routledge
status: public
title: Explainability and AI Governance
type: book_chapter
user_id: '93637'
year: '2025'
...
---
_id: '51764'
citation:
  ama: Adelmann R, Matzner T, Miggelbrink M, Schulz C, eds. <i>Filter – Medienwissenschaftliche
    Symposien der DFG</i>. MediaRep
  apa: Adelmann, R., Matzner, T., Miggelbrink, M., &#38; Schulz, C. (Eds.). (n.d.).
    <i>Filter – Medienwissenschaftliche Symposien der DFG</i>. MediaRep.
  bibtex: '@book{Adelmann_Matzner_Miggelbrink_Schulz, place={Marburg }, title={Filter
    – Medienwissenschaftliche Symposien der DFG}, publisher={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.'
  mla: Adelmann, Ralf, et al., editors. <i>Filter – Medienwissenschaftliche Symposien
    der DFG</i>. MediaRep.
  short: R. Adelmann, T. Matzner, M. Miggelbrink, C. Schulz, eds., Filter – Medienwissenschaftliche
    Symposien der DFG, MediaRep, Marburg , n.d.
date_created: 2024-02-22T15:06:56Z
date_updated: 2024-07-02T06:19:00Z
department:
- _id: '757'
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
- first_name: Monique
  full_name: Miggelbrink, Monique
  id: '5042'
  last_name: Miggelbrink
- first_name: Christian
  full_name: Schulz, Christian
  id: '72684'
  last_name: Schulz
language:
- iso: ger
place: 'Marburg '
publication_status: inpress
publisher: MediaRep
status: public
title: Filter – Medienwissenschaftliche Symposien der DFG
type: book_editor
user_id: '72684'
year: '2024'
...
---
_id: '57172'
author:
- first_name: Wessel
  full_name: Reijers, Wessel
  id: '102524'
  last_name: Reijers
  orcid: 0000-0003-2505-1587
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
- first_name: Martina
  full_name: Philippi, Martina
  id: '100856'
  last_name: Philippi
citation:
  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.'
  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>'
  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}
    }'
  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.'
  ieee: W. Reijers, T. Matzner, S. Alpsancar, and M. Philippi, “AI explainability,
    temporality, and civic virtue,” 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.'
  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.'
date_created: 2024-11-18T10:06:46Z
date_updated: 2024-12-17T11:44:41Z
department:
- _id: '756'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://dialnet.unirioja.es/descarga/articulo/9326093.pdf
oa: '1'
place: Longrono
project:
- _id: '370'
  grant_number: '438445824'
  name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren
    KI'
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.'
publication_status: published
status: public
title: AI explainability, temporality, and civic virtue
type: conference_abstract
user_id: '93637'
year: '2024'
...
---
_id: '51752'
author:
- first_name: Josefine
  full_name: Finke, Josefine
  last_name: Finke
- first_name: Ilona
  full_name: Horwath, Ilona
  id: '68836'
  last_name: Horwath
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Christian
  full_name: Schulz, Christian
  id: '72684'
  last_name: Schulz
citation:
  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>'
  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>'
  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} }'
  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>.'
  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>.'
  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.'
date_created: 2024-02-22T14:41:24Z
date_updated: 2024-07-02T06:19:43Z
department:
- _id: '757'
doi: 10.1007/978-3-031-05643-7_10
language:
- iso: eng
page: 149-160
place: Cham
project:
- _id: '122'
  name: 'TRR 318 - B3: TRR 318 - Subproject B3'
publication: Artificial Intelligence in HCI
publication_status: published
publisher: 'Springer International Publishing '
series_title: Lecture Notes in Computer Science
status: public
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'
type: conference
user_id: '72684'
year: '2022'
...
---
_id: '42886'
author:
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
citation:
  ama: Matzner T. Algorithms as complementary abstractions. Published online first
    2022. <i>New Media &#38; Society</i>. Published online 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>
  bibtex: '@article{Matzner_2022, title={Algorithms as complementary abstractions.
    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} }'
  chicago: Matzner, Tobias. “Algorithms as Complementary Abstractions. Published Online
    First 2022.” <i>New Media &#38; Society</i>, 2022. <a href="https://doi.org/10.1177/14614448221078604">https://doi.org/10.1177/14614448221078604</a>.
  ieee: 'T. Matzner, “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>.'
  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>.
  short: T. Matzner, New Media &#38; Society (2022).
date_created: 2023-03-09T10:59:21Z
date_updated: 2023-03-17T09:12:16Z
department:
- _id: '757'
doi: https://doi.org/10.1177/14614448221078604
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1177/14614448221078604
oa: '1'
publication: New Media & Society
status: public
title: Algorithms as complementary abstractions. Published online first 2022
type: journal_article
user_id: '49063'
year: '2022'
...
---
_id: '42885'
author:
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Maria
  full_name: Robaszkiewicz, Maria
  last_name: Robaszkiewicz
citation:
  ama: 'Matzner T, Robaszkiewicz M. <i>Hannah Arendt: Challenges of Plurality</i>.
    Springer ; 2022.'
  apa: 'Matzner, T., &#38; Robaszkiewicz, M. (2022). <i>Hannah Arendt: Challenges
    of Plurality</i>. Springer .'
  bibtex: '@book{Matzner_Robaszkiewicz_2022, place={Berlin, New York}, title={Hannah
    Arendt: Challenges of Plurality}, publisher={Springer }, author={Matzner, Tobias
    and Robaszkiewicz, Maria}, year={2022} }'
  chicago: 'Matzner, Tobias, and Maria Robaszkiewicz. <i>Hannah Arendt: Challenges
    of Plurality</i>. Berlin, New York: Springer , 2022.'
  ieee: 'T. Matzner and M. Robaszkiewicz, <i>Hannah Arendt: Challenges of Plurality</i>.
    Berlin, New York: Springer , 2022.'
  mla: 'Matzner, Tobias, and Maria Robaszkiewicz. <i>Hannah Arendt: Challenges of
    Plurality</i>. Springer , 2022.'
  short: 'T. Matzner, M. Robaszkiewicz, Hannah Arendt: Challenges of Plurality, Springer
    , Berlin, New York, 2022.'
date_created: 2023-03-09T10:57:05Z
date_updated: 2023-03-17T09:13:29Z
department:
- _id: '757'
language:
- iso: eng
place: Berlin, New York
publisher: 'Springer '
status: public
title: 'Hannah Arendt: Challenges of Plurality'
type: book
user_id: '49063'
year: '2022'
...
---
_id: '39639'
author:
- first_name: Josefine
  full_name: Finke, Josefine
  last_name: Finke
- first_name: Ilona
  full_name: Horwath, Ilona
  id: '68836'
  last_name: Horwath
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Christian
  full_name: Schulz, Christian
  last_name: Schulz
citation:
  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>.
    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>'
  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>'
  bibtex: '@inproceedings{Finke_Horwath_Matzner_Schulz_2022, place={Cham}, 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} }'
  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. 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>.'
  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>.'
  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.'
conference:
  name: AI in International Conference on Human-Computer Interaction
date_created: 2023-01-24T16:09:42Z
date_updated: 2023-05-03T08:24:22Z
department:
- _id: '603'
- _id: '757'
doi: 10.1007/978-3-031-05643-7_10
language:
- iso: eng
page: 149-160
place: Cham
project:
- _id: '122'
  name: 'TRR 318 - B3: TRR 318 - Subproject B3'
publication: Artificial Intelligence in HCI
publication_status: published
publisher: Springer International Publishing
quality_controlled: '1'
status: public
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'
type: conference
user_id: '68836'
year: '2022'
...
---
_id: '24456'
abstract:
- lang: eng
  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.
article_type: original
author:
- first_name: Katharina J.
  full_name: Rohlfing, Katharina J.
  id: '50352'
  last_name: Rohlfing
- first_name: Philipp
  full_name: Cimiano, Philipp
  last_name: Cimiano
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  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
  full_name: Grimminger, Angela
  id: '57578'
  last_name: Grimminger
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
- first_name: Ilona
  full_name: Horwath, Ilona
  id: '68836'
  last_name: Horwath
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: Friederike
  full_name: Kern, Friederike
  last_name: Kern
- first_name: Stefan
  full_name: Kopp, Stefan
  last_name: Kopp
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  id: '65716'
  last_name: Ngonga Ngomo
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
- first_name: Henning
  full_name: Wachsmuth, Henning
  id: '3900'
  last_name: Wachsmuth
- first_name: Petra
  full_name: Wagner, Petra
  last_name: Wagner
- first_name: Britta
  full_name: Wrede, Britta
  last_name: Wrede
citation:
  ama: 'Rohlfing KJ, Cimiano P, Scharlau I, 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>. 2021;13(3):717-728. doi:<a href="https://doi.org/10.1109/tcds.2020.3044366">10.1109/tcds.2020.3044366</a>'
  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). 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>, <i>13</i>(3), 717–728. <a href="https://doi.org/10.1109/tcds.2020.3044366">https://doi.org/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} }'
  chicago: 'Rohlfing, Katharina J., Philipp Cimiano, Ingrid Scharlau, Tobias Matzner,
    Heike M. Buhl, Hendrik Buschmeier, Elena Esposito, 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> 13, no. 3 (2021):
    717–28. <a href="https://doi.org/10.1109/tcds.2020.3044366">https://doi.org/10.1109/tcds.2020.3044366</a>.'
  ieee: 'K. J. 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>.'
  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.
date_created: 2021-09-14T20:52:57Z
date_updated: 2023-12-05T10:15:02Z
ddc:
- '300'
department:
- _id: '603'
- _id: '749'
- _id: '424'
- _id: '67'
- _id: '574'
- _id: '184'
- _id: '757'
- _id: '54'
- _id: '178'
doi: 10.1109/tcds.2020.3044366
file:
- access_level: open_access
  content_type: application/pdf
  creator: haebumb
  date_created: 2023-11-20T16:33:51Z
  date_updated: 2023-11-20T16:33:51Z
  file_id: '49081'
  file_name: 2020-12-01_explainability_final_version.pdf
  file_size: 626217
  relation: main_file
file_date_updated: 2023-11-20T16:33:51Z
has_accepted_license: '1'
intvolume: '        13'
issue: '3'
keyword:
- Explainability
- process ofexplaining andunderstanding
- explainable artificial systems
language:
- iso: eng
oa: '1'
page: 717-728
project:
- _id: '109'
  grant_number: '438445824'
  name: 'TRR 318: TRR 318 - Erklärbarkeit konstruieren'
publication: IEEE Transactions on Cognitive and Developmental Systems
publication_identifier:
  issn:
  - 2379-8920
  - 2379-8939
publication_status: published
quality_controlled: '1'
status: public
title: 'Explanation as a Social Practice: Toward a Conceptual Framework for the Social
  Design of AI Systems'
type: journal_article
user_id: '42933'
volume: 13
year: '2021'
...
---
_id: '50232'
citation:
  ama: 'Robaszkiewicz MA, Matzner T, eds. <i>Hannah Arendt: Challenges of Plurality</i>.
    Springer International Publishing; 2021. doi:<a href="https://doi.org/10.1007/978-3-030-81712-1">10.1007/978-3-030-81712-1</a>'
  apa: 'Robaszkiewicz, M. A., &#38; Matzner, T. (Eds.). (2021). <i>Hannah Arendt:
    Challenges of Plurality</i>. Springer International Publishing. <a href="https://doi.org/10.1007/978-3-030-81712-1">https://doi.org/10.1007/978-3-030-81712-1</a>'
  bibtex: '@book{Robaszkiewicz_Matzner_2021, place={Cham}, title={Hannah Arendt: Challenges
    of Plurality}, DOI={<a href="https://doi.org/10.1007/978-3-030-81712-1">10.1007/978-3-030-81712-1</a>},
    publisher={Springer International Publishing}, year={2021} }'
  chicago: 'Robaszkiewicz, Maria Anna, and Tobias Matzner, eds. <i>Hannah Arendt:
    Challenges of Plurality</i>. Cham: Springer International Publishing, 2021. <a
    href="https://doi.org/10.1007/978-3-030-81712-1">https://doi.org/10.1007/978-3-030-81712-1</a>.'
  ieee: 'M. A. Robaszkiewicz and T. Matzner, Eds., <i>Hannah Arendt: Challenges of
    Plurality</i>. Cham: Springer International Publishing, 2021.'
  mla: 'Robaszkiewicz, Maria Anna, and Tobias Matzner, editors. <i>Hannah Arendt:
    Challenges of Plurality</i>. Springer International Publishing, 2021, doi:<a href="https://doi.org/10.1007/978-3-030-81712-1">10.1007/978-3-030-81712-1</a>.'
  short: 'M.A. Robaszkiewicz, T. Matzner, eds., Hannah Arendt: Challenges of Plurality,
    Springer International Publishing, Cham, 2021.'
date_created: 2024-01-05T18:56:31Z
date_updated: 2024-01-12T16:45:54Z
doi: 10.1007/978-3-030-81712-1
editor:
- first_name: Maria Anna
  full_name: Robaszkiewicz, Maria Anna
  id: '26919'
  last_name: Robaszkiewicz
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
language:
- iso: eng
place: Cham
publication_identifier:
  isbn:
  - '9783030817114'
  - '9783030817121'
  issn:
  - 2523-8760
  - 2523-8779
publication_status: published
publisher: Springer International Publishing
status: public
title: 'Hannah Arendt: Challenges of Plurality'
type: book_editor
user_id: '26919'
year: '2021'
...
---
_id: '51758'
author:
- first_name: 'Annika '
  full_name: 'Bush, Annika '
  last_name: Bush
- first_name: Birte
  full_name: de Gruisbourne, Birte
  id: '77538'
  last_name: de Gruisbourne
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Christian
  full_name: Schulz, Christian
  id: '72684'
  last_name: Schulz
citation:
  ama: 'Bush A, de Gruisbourne B, Matzner T, Schulz C. <i>Data Literacy: Kompetenzrahmen
    für Hochschulen </i>.; 2021.'
  apa: 'Bush, A., de Gruisbourne, B., Matzner, T., &#38; Schulz, C. (2021). <i>Data
    Literacy: Kompetenzrahmen für Hochschulen </i>.'
  bibtex: '@book{Bush_de Gruisbourne_Matzner_Schulz_2021, title={Data Literacy: Kompetenzrahmen
    für Hochschulen }, author={Bush, Annika  and de Gruisbourne, Birte and Matzner,
    Tobias and Schulz, Christian}, year={2021} }'
  chicago: 'Bush, Annika , Birte de Gruisbourne, Tobias Matzner, and Christian Schulz.
    <i>Data Literacy: Kompetenzrahmen für Hochschulen </i>, 2021.'
  ieee: 'A. Bush, B. de Gruisbourne, T. Matzner, and C. Schulz, <i>Data Literacy:
    Kompetenzrahmen für Hochschulen </i>. 2021.'
  mla: 'Bush, Annika, et al. <i>Data Literacy: Kompetenzrahmen für Hochschulen </i>.
    2021.'
  short: 'A. Bush, B. de Gruisbourne, T. Matzner, C. Schulz, Data Literacy: Kompetenzrahmen
    für Hochschulen , 2021.'
date_created: 2024-02-22T14:54:01Z
date_updated: 2024-07-02T06:20:07Z
department:
- _id: '757'
language:
- iso: ger
publication_status: published
status: public
title: 'Data Literacy: Kompetenzrahmen für Hochschulen '
type: working_paper
user_id: '72684'
year: '2021'
...
---
_id: '42904'
author:
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
citation:
  ama: 'Matzner T. Die Fussgänger*innen autonomer Kraftfahrzeuge. Eine informatische
    Dispositivanalyse. In: Sprenger F, ed. <i>Autonome Autos – Die Zukunft des Verkehrs
    und die Dispositive der Mobilität</i>. Transcript ; 2021.'
  apa: Matzner, T. (2021). Die Fussgänger*innen autonomer Kraftfahrzeuge. Eine informatische
    Dispositivanalyse. In F. Sprenger (Ed.), <i>Autonome Autos – Die Zukunft des Verkehrs
    und die Dispositive der Mobilität</i>. Transcript .
  bibtex: '@inbook{Matzner_2021, place={Bielefeld}, title={Die Fussgänger*innen autonomer
    Kraftfahrzeuge. Eine informatische Dispositivanalyse}, booktitle={Autonome Autos
    – Die Zukunft des Verkehrs und die Dispositive der Mobilität}, publisher={Transcript
    }, author={Matzner, Tobias}, editor={Sprenger, Florian}, year={2021} }'
  chicago: 'Matzner, Tobias. “Die Fussgänger*innen autonomer Kraftfahrzeuge. Eine
    informatische Dispositivanalyse.” In <i>Autonome Autos – Die Zukunft des Verkehrs
    und die Dispositive der Mobilität</i>, edited by Florian Sprenger. Bielefeld:
    Transcript , 2021.'
  ieee: 'T. Matzner, “Die Fussgänger*innen autonomer Kraftfahrzeuge. Eine informatische
    Dispositivanalyse,” in <i>Autonome Autos – Die Zukunft des Verkehrs und die Dispositive
    der Mobilität</i>, F. Sprenger, Ed. Bielefeld: Transcript , 2021.'
  mla: Matzner, Tobias. “Die Fussgänger*innen autonomer Kraftfahrzeuge. Eine informatische
    Dispositivanalyse.” <i>Autonome Autos – Die Zukunft des Verkehrs und die Dispositive
    der Mobilität</i>, edited by Florian Sprenger, Transcript , 2021.
  short: 'T. Matzner, in: F. Sprenger (Ed.), Autonome Autos – Die Zukunft des Verkehrs
    und die Dispositive der Mobilität, Transcript , Bielefeld, 2021.'
date_created: 2023-03-09T19:35:48Z
date_updated: 2023-03-17T09:09:38Z
department:
- _id: '757'
editor:
- first_name: Florian
  full_name: Sprenger, Florian
  last_name: Sprenger
language:
- iso: ger
place: Bielefeld
publication: Autonome Autos – Die Zukunft des Verkehrs und die Dispositive der Mobilität
publisher: 'Transcript '
status: public
title: Die Fussgänger*innen autonomer Kraftfahrzeuge. Eine informatische Dispositivanalyse
type: book_chapter
user_id: '49063'
year: '2021'
...
---
_id: '28181'
author:
- first_name: Birte
  full_name: de Gruisbourne, Birte
  id: '77538'
  last_name: de Gruisbourne
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
citation:
  ama: 'de Gruisbourne B, Matzner T. Herausforderungen digitaler Lehre. Eine Perspektive
    der Care-Ethik. In: Trier U, Schaper N, Vöing N, Osthushenrich J, Neiske I, eds.
    <i>Hochschule auf Abstand Ein multiperspektivischer Zugang zur digitalen Lehre</i>.
    1st ed. transcript; 2021:187-200. doi:<a href="https://doi.org/.14361/9783839456903">.14361/9783839456903</a>'
  apa: de Gruisbourne, B., &#38; Matzner, T. (2021). Herausforderungen digitaler Lehre.
    Eine Perspektive der Care-Ethik. In U. Trier, N. Schaper, N. Vöing, J. Osthushenrich,
    &#38; I. Neiske (Eds.), <i>Hochschule auf Abstand Ein multiperspektivischer Zugang
    zur digitalen Lehre</i> (1st ed., pp. 187–200). transcript. <a href="https://doi.org/.14361/9783839456903">https://doi.org/.14361/9783839456903</a>
  bibtex: '@inbook{de Gruisbourne_Matzner_2021, place={Bielefeld}, edition={1}, title={Herausforderungen
    digitaler Lehre. Eine Perspektive der Care-Ethik}, DOI={<a href="https://doi.org/.14361/9783839456903">.14361/9783839456903</a>},
    booktitle={Hochschule auf Abstand Ein multiperspektivischer Zugang zur digitalen
    Lehre}, publisher={transcript}, author={de Gruisbourne, Birte and Matzner, Tobias},
    editor={Trier, Ulrike and Schaper, Niclas and Vöing, Nerea and Osthushenrich,
    Judith and Neiske, Iris}, year={2021}, pages={187–200} }'
  chicago: 'Gruisbourne, Birte de, and Tobias Matzner. “Herausforderungen digitaler
    Lehre. Eine Perspektive der Care-Ethik.” In <i>Hochschule auf Abstand Ein multiperspektivischer
    Zugang zur digitalen Lehre</i>, edited by Ulrike Trier, Niclas Schaper, Nerea
    Vöing, Judith Osthushenrich, and Iris Neiske, 1st ed., 187–200. Bielefeld: transcript,
    2021. <a href="https://doi.org/.14361/9783839456903">https://doi.org/.14361/9783839456903</a>.'
  ieee: 'B. de Gruisbourne and T. Matzner, “Herausforderungen digitaler Lehre. Eine
    Perspektive der Care-Ethik,” in <i>Hochschule auf Abstand Ein multiperspektivischer
    Zugang zur digitalen Lehre</i>, 1st ed., U. Trier, N. Schaper, N. Vöing, J. Osthushenrich,
    and I. Neiske, Eds. Bielefeld: transcript, 2021, pp. 187–200.'
  mla: de Gruisbourne, Birte, and Tobias Matzner. “Herausforderungen digitaler Lehre.
    Eine Perspektive der Care-Ethik.” <i>Hochschule auf Abstand Ein multiperspektivischer
    Zugang zur digitalen Lehre</i>, edited by Ulrike Trier et al., 1st ed., transcript,
    2021, pp. 187–200, doi:<a href="https://doi.org/.14361/9783839456903">.14361/9783839456903</a>.
  short: 'B. de Gruisbourne, T. Matzner, in: U. Trier, N. Schaper, N. Vöing, J. Osthushenrich,
    I. Neiske (Eds.), Hochschule auf Abstand Ein multiperspektivischer Zugang zur
    digitalen Lehre, 1st ed., transcript, Bielefeld, 2021, pp. 187–200.'
date_created: 2021-11-30T17:22:06Z
date_updated: 2025-05-27T10:06:43Z
department:
- _id: '36'
doi: .14361/9783839456903
edition: '1'
editor:
- first_name: Ulrike
  full_name: Trier, Ulrike
  last_name: Trier
- first_name: Niclas
  full_name: Schaper, Niclas
  last_name: Schaper
- first_name: Nerea
  full_name: Vöing, Nerea
  last_name: Vöing
- first_name: Judith
  full_name: Osthushenrich, Judith
  last_name: Osthushenrich
- first_name: Iris
  full_name: Neiske, Iris
  last_name: Neiske
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://www.transcript-verlag.de/media/pdf/e3/4a/a9/oa9783839456903.pdf
oa: '1'
page: 187-200
place: Bielefeld
publication: Hochschule auf Abstand Ein multiperspektivischer Zugang zur digitalen
  Lehre
publication_status: published
publisher: transcript
status: public
title: Herausforderungen digitaler Lehre. Eine Perspektive der Care-Ethik
type: book_chapter
user_id: '77538'
year: '2021'
...
---
_id: '42929'
author:
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Jessica
  full_name: Heesen, Jessica
  last_name: Heesen
- first_name: Armin
  full_name: Grundwald, Armin
  last_name: Grundwald
- first_name: Alexander
  full_name: Roßnagel, Alexander
  last_name: Roßnagel
citation:
  ama: Matzner T, Heesen J, Grundwald A, Roßnagel A. Ethik-Briefing. Leitfaden für
    eine verantwortungsvolle Entwicklung und Anwendung von KI-Systemen. <i>der Plattform
    Lernende Systeme</i>. 2020.
  apa: Matzner, T., Heesen, J., Grundwald, A., &#38; Roßnagel, A. (2020). Ethik-Briefing.
    Leitfaden für eine verantwortungsvolle Entwicklung und Anwendung von KI-Systemen.
    <i>der Plattform Lernende Systeme</i>.
  bibtex: '@article{Matzner_Heesen_Grundwald_Roßnagel_2020, title={Ethik-Briefing.
    Leitfaden für eine verantwortungsvolle Entwicklung und Anwendung von KI-Systemen},
    journal={der Plattform Lernende Systeme}, author={Matzner, Tobias and Heesen,
    Jessica and Grundwald, Armin and Roßnagel, Alexander}, year={2020} }'
  chicago: Matzner, Tobias, Jessica Heesen, Armin Grundwald, and Alexander Roßnagel.
    “Ethik-Briefing. Leitfaden für eine verantwortungsvolle Entwicklung und Anwendung
    von KI-Systemen.” <i>der Plattform Lernende Systeme</i>, 2020.
  ieee: T. Matzner, J. Heesen, A. Grundwald, and A. Roßnagel, “Ethik-Briefing. Leitfaden
    für eine verantwortungsvolle Entwicklung und Anwendung von KI-Systemen,” <i>der
    Plattform Lernende Systeme</i>, 2020.
  mla: Matzner, Tobias, et al. “Ethik-Briefing. Leitfaden für eine verantwortungsvolle
    Entwicklung und Anwendung von KI-Systemen.” <i>der Plattform Lernende Systeme</i>,
    2020.
  short: T. Matzner, J. Heesen, A. Grundwald, A. Roßnagel, der Plattform Lernende
    Systeme (2020).
date_created: 2023-03-09T20:25:41Z
date_updated: 2023-03-17T09:03:23Z
department:
- _id: '757'
language:
- iso: ger
publication: der Plattform Lernende Systeme
publication_date: '2020'
status: public
title: Ethik-Briefing. Leitfaden für eine verantwortungsvolle Entwicklung und Anwendung
  von KI-Systemen
type: newspaper_article
user_id: '49063'
year: '2020'
...
---
_id: '42931'
author:
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
citation:
  ama: Matzner T. Digital ist anders — Über eine Universität ohne Präsenzlehre. <i>Medium.com</i>.
    2020.
  apa: Matzner, T. (2020). Digital ist anders — Über eine Universität ohne Präsenzlehre.
    <i>Medium.com</i>.
  bibtex: '@article{Matzner_2020, title={Digital ist anders — Über eine Universität
    ohne Präsenzlehre}, journal={Medium.com}, author={Matzner, Tobias}, year={2020}
    }'
  chicago: Matzner, Tobias. “Digital ist anders — Über eine Universität ohne Präsenzlehre.”
    <i>Medium.com</i>, 2020.
  ieee: T. Matzner, “Digital ist anders — Über eine Universität ohne Präsenzlehre,”
    <i>Medium.com</i>, 2020.
  mla: Matzner, Tobias. “Digital ist anders — Über eine Universität ohne Präsenzlehre.”
    <i>Medium.com</i>, 2020.
  short: T. Matzner, Medium.com (2020).
date_created: 2023-03-09T20:28:38Z
date_updated: 2023-03-17T09:01:21Z
department:
- _id: '757'
language:
- iso: ger
publication: Medium.com
publication_date: 2020-03-24
status: public
title: Digital ist anders — Über eine Universität ohne Präsenzlehre
type: newspaper_article
user_id: '49063'
year: '2020'
...
---
_id: '42905'
author:
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
citation:
  ama: 'Matzner T. Mediensucht? Über die Medikalisierung der Mediennutzung in Suchtdebatten.
    In: Heidbrink L, Gröppel-Klein A, eds. <i>Die dunklen Seiten des Konsums – Alte
    Probleme, neue Herausforderungen</i>. Nomos; 2020.'
  apa: Matzner, T. (2020). Mediensucht? Über die Medikalisierung der Mediennutzung
    in Suchtdebatten. In L. Heidbrink &#38; A. Gröppel-Klein (Eds.), <i>Die dunklen
    Seiten des Konsums – Alte Probleme, neue Herausforderungen</i>. Nomos.
  bibtex: '@inbook{Matzner_2020, place={Baden-Baden}, title={Mediensucht? Über die
    Medikalisierung der Mediennutzung in Suchtdebatten}, booktitle={Die dunklen Seiten
    des Konsums – Alte Probleme, neue Herausforderungen}, publisher={Nomos}, author={Matzner,
    Tobias}, editor={Heidbrink, Ludger and Gröppel-Klein, Andrea}, year={2020} }'
  chicago: 'Matzner, Tobias. “Mediensucht? Über die Medikalisierung der Mediennutzung
    in Suchtdebatten.” In <i>Die dunklen Seiten des Konsums – Alte Probleme, neue
    Herausforderungen</i>, edited by Ludger Heidbrink and Andrea Gröppel-Klein. Baden-Baden:
    Nomos, 2020.'
  ieee: 'T. Matzner, “Mediensucht? Über die Medikalisierung der Mediennutzung in Suchtdebatten,”
    in <i>Die dunklen Seiten des Konsums – Alte Probleme, neue Herausforderungen</i>,
    L. Heidbrink and A. Gröppel-Klein, Eds. Baden-Baden: Nomos, 2020.'
  mla: Matzner, Tobias. “Mediensucht? Über die Medikalisierung der Mediennutzung in
    Suchtdebatten.” <i>Die dunklen Seiten des Konsums – Alte Probleme, neue Herausforderungen</i>,
    edited by Ludger Heidbrink and Andrea Gröppel-Klein, Nomos, 2020.
  short: 'T. Matzner, in: L. Heidbrink, A. Gröppel-Klein (Eds.), Die dunklen Seiten
    des Konsums – Alte Probleme, neue Herausforderungen, Nomos, Baden-Baden, 2020.'
date_created: 2023-03-09T19:37:28Z
date_updated: 2023-03-17T09:09:32Z
department:
- _id: '757'
editor:
- first_name: Ludger
  full_name: Heidbrink, Ludger
  last_name: Heidbrink
- first_name: Andrea
  full_name: Gröppel-Klein, Andrea
  last_name: Gröppel-Klein
language:
- iso: ger
place: Baden-Baden
publication: Die dunklen Seiten des Konsums – Alte Probleme, neue Herausforderungen
publisher: Nomos
status: public
title: Mediensucht? Über die Medikalisierung der Mediennutzung in Suchtdebatten
type: book_chapter
user_id: '49063'
year: '2020'
...
---
_id: '28168'
author:
- first_name: Christian
  full_name: Schulz, Christian
  last_name: Schulz
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
citation:
  ama: Schulz C, Matzner T. Feed the Interface – Social-Media-Feeds und filternde
    Schwellen. <i>Navigationen</i>. 2020;20(2).
  apa: Schulz, C., &#38; Matzner, T. (2020). Feed the Interface – Social-Media-Feeds
    und filternde Schwellen. <i>Navigationen</i>, <i>20</i>(2).
  bibtex: '@article{Schulz_Matzner_2020, title={Feed the Interface – Social-Media-Feeds
    und filternde Schwellen}, volume={20}, number={2}, journal={Navigationen}, author={Schulz,
    Christian and Matzner, Tobias}, year={2020} }'
  chicago: Schulz, Christian, and Tobias Matzner. “Feed the Interface – Social-Media-Feeds
    Und Filternde Schwellen.” <i>Navigationen</i> 20, no. 2 (2020).
  ieee: C. Schulz and T. Matzner, “Feed the Interface – Social-Media-Feeds und filternde
    Schwellen,” <i>Navigationen</i>, vol. 20, no. 2, 2020.
  mla: Schulz, Christian, and Tobias Matzner. “Feed the Interface – Social-Media-Feeds
    Und Filternde Schwellen.” <i>Navigationen</i>, vol. 20, no. 2, 2020.
  short: C. Schulz, T. Matzner, Navigationen 20 (2020).
date_created: 2021-11-30T16:54:34Z
date_updated: 2023-03-17T10:25:12Z
department:
- _id: '757'
intvolume: '        20'
issue: '2'
language:
- iso: eng
publication: Navigationen
status: public
title: Feed the Interface – Social-Media-Feeds und filternde Schwellen
type: journal_article
user_id: '49063'
volume: 20
year: '2020'
...
---
_id: '42912'
alternative_title:
- Hochschulforum Digitalisierung
author:
- first_name: Björn
  full_name: Bohnenkamp, Björn
  last_name: Bohnenkamp
- first_name: Marcus
  full_name: ' Burkhardt, Marcus'
  last_name: ' Burkhardt'
- first_name: Katja
  full_name: ' Grashöfer, Katja'
  last_name: ' Grashöfer'
- first_name: Adrianna
  full_name: ' Hlukhovych, Adrianna'
  last_name: ' Hlukhovych'
- first_name: Angela
  full_name: Krewani, Angela
  last_name: Krewani
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Petra
  full_name: Missomelius, Petra
  last_name: Missomelius
- first_name: Marie-Luise
  full_name: Shnayien, Marie-Luise
  id: '97841'
  last_name: Shnayien
  orcid: 0000-0001-5202-1813
citation:
  ama: Bohnenkamp B,  Burkhardt M,  Grashöfer K, et al. <i>Online-Lehre 2020 – Eine
    medienwissenschaftliche Perspektive. Diskussionspapier Nr. 10</i>.; 2020. doi:<a
    href="https://doi.org/10.25969/mediarep/14846">https://doi.org/10.25969/mediarep/14846</a>
  apa: Bohnenkamp, B.,  Burkhardt, M.,  Grashöfer, K.,  Hlukhovych, A., Krewani, A.,
    Matzner, T., Missomelius, P., &#38; Shnayien, M.-L. (2020). <i>Online-Lehre 2020
    – Eine medienwissenschaftliche Perspektive. Diskussionspapier Nr. 10</i>. <a href="https://doi.org/10.25969/mediarep/14846">https://doi.org/10.25969/mediarep/14846</a>
  bibtex: '@book{Bohnenkamp_ Burkhardt_ Grashöfer_ Hlukhovych_Krewani_Matzner_Missomelius_Shnayien_2020,
    title={Online-Lehre 2020 – Eine medienwissenschaftliche Perspektive. Diskussionspapier
    Nr. 10}, DOI={<a href="https://doi.org/10.25969/mediarep/14846">https://doi.org/10.25969/mediarep/14846</a>},
    author={Bohnenkamp, Björn and  Burkhardt, Marcus and  Grashöfer, Katja and  Hlukhovych,
    Adrianna and Krewani, Angela and Matzner, Tobias and Missomelius, Petra and Shnayien,
    Marie-Luise}, year={2020} }'
  chicago: Bohnenkamp, Björn, Marcus  Burkhardt, Katja  Grashöfer, Adrianna  Hlukhovych,
    Angela Krewani, Tobias Matzner, Petra Missomelius, and Marie-Luise Shnayien. <i>Online-Lehre
    2020 – Eine medienwissenschaftliche Perspektive. Diskussionspapier Nr. 10</i>,
    2020. <a href="https://doi.org/10.25969/mediarep/14846">https://doi.org/10.25969/mediarep/14846</a>.
  ieee: B. Bohnenkamp <i>et al.</i>, <i>Online-Lehre 2020 – Eine medienwissenschaftliche
    Perspektive. Diskussionspapier Nr. 10</i>. 2020.
  mla: Bohnenkamp, Björn, et al. <i>Online-Lehre 2020 – Eine medienwissenschaftliche
    Perspektive. Diskussionspapier Nr. 10</i>. 2020, doi:<a href="https://doi.org/10.25969/mediarep/14846">https://doi.org/10.25969/mediarep/14846</a>.
  short: B. Bohnenkamp, M.  Burkhardt, K.  Grashöfer, A.  Hlukhovych, A. Krewani,
    T. Matzner, P. Missomelius, M.-L. Shnayien, Online-Lehre 2020 – Eine medienwissenschaftliche
    Perspektive. Diskussionspapier Nr. 10, 2020.
date_created: 2023-03-09T19:56:33Z
date_updated: 2023-03-29T10:55:01Z
department:
- _id: '11'
doi: https://doi.org/10.25969/mediarep/14846
extern: '1'
language:
- iso: ger
publication_status: published
status: public
title: Online-Lehre 2020 – Eine medienwissenschaftliche Perspektive. Diskussionspapier
  Nr. 10
type: working_paper
user_id: '71124'
year: '2020'
...
---
_id: '42937'
author:
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Susanne
  full_name: Beck, Susanne
  last_name: Beck
- first_name: Armin
  full_name: Grundwald, Armin
  last_name: Grundwald
- first_name: Kai
  full_name: Jacob, Kai
  last_name: Jacob
citation:
  ama: Matzner T, Beck S, Grundwald A, Jacob K. Whitepaper Künstliche Intelligenz
    und Diskriminierung – Herausforderungen und Lösungsansätze. <i>der Plattform Lernende
    Systeme</i>. 2019.
  apa: Matzner, T., Beck, S., Grundwald, A., &#38; Jacob, K. (2019). Whitepaper Künstliche
    Intelligenz und Diskriminierung – Herausforderungen und Lösungsansätze. <i>der
    Plattform Lernende Systeme</i>.
  bibtex: '@article{Matzner_Beck_Grundwald_Jacob_2019, title={Whitepaper Künstliche
    Intelligenz und Diskriminierung – Herausforderungen und Lösungsansätze}, journal={der
    Plattform Lernende Systeme}, author={Matzner, Tobias and Beck, Susanne and Grundwald,
    Armin and Jacob, Kai}, year={2019} }'
  chicago: Matzner, Tobias, Susanne Beck, Armin Grundwald, and Kai Jacob. “Whitepaper
    Künstliche Intelligenz und Diskriminierung – Herausforderungen und Lösungsansätze.”
    <i>der Plattform Lernende Systeme</i>, 2019.
  ieee: T. Matzner, S. Beck, A. Grundwald, and K. Jacob, “Whitepaper Künstliche Intelligenz
    und Diskriminierung – Herausforderungen und Lösungsansätze,” <i>der Plattform
    Lernende Systeme</i>, 2019.
  mla: Matzner, Tobias, et al. “Whitepaper Künstliche Intelligenz und Diskriminierung
    – Herausforderungen und Lösungsansätze.” <i>der Plattform Lernende Systeme</i>,
    2019.
  short: T. Matzner, S. Beck, A. Grundwald, K. Jacob, der Plattform Lernende Systeme
    (2019).
date_created: 2023-03-09T20:35:29Z
date_updated: 2023-03-17T09:04:11Z
department:
- _id: '757'
language:
- iso: ger
publication: der Plattform Lernende Systeme
publication_date: '2019'
status: public
title: Whitepaper Künstliche Intelligenz und Diskriminierung – Herausforderungen und
  Lösungsansätze
type: newspaper_article
user_id: '49063'
year: '2019'
...
