---
_id: '56480'
abstract:
- lang: eng
  text: "As the field of healthcare increasingly adopts artificial intelligence, it
    becomes important to understand which types of explanations increase transparency
    and empower users to develop confidence and trust in the predictions made by machine
    learning (ML) systems. \r\nIn shared decision-making scenarios where doctors cooperate
    with ML systems to reach an appropriate decision, establishing mutual trust is
    crucial. In this paper, we explore different approaches to generating explanations
    in eXplainable AI (XAI) and make their underlying arguments explicit so that they
    can be evaluated by medical experts.\r\nIn particular, we present the findings
    of a user study conducted with physicians to investigate their perceptions of
    various types of AI-generated explanations in the context of diagnostic decision
    support. The study aims to identify the most effective and useful explanations
    that enhance the diagnostic process. \r\nIn the study, medical doctors filled
    out a survey to assess different types of explanations. Further, an interview
    was carried out post-survey to gain qualitative insights on the requirements of
    explanations incorporated in diagnostic decision support. Overall, the insights
    gained from this study contribute to understanding the types of explanations that
    are most effective."
author:
- first_name: Felix
  full_name: Liedeker, Felix
  id: '93275'
  last_name: Liedeker
- first_name: Olivia
  full_name: Sanchez-Graillet, Olivia
  last_name: Sanchez-Graillet
- first_name: Moana
  full_name: Seidler, Moana
  last_name: Seidler
- first_name: Christian
  full_name: Brandt, Christian
  last_name: Brandt
- first_name: Jörg
  full_name: Wellmer, Jörg
  last_name: Wellmer
- first_name: Philipp
  full_name: Cimiano, Philipp
  last_name: Cimiano
citation:
  ama: Liedeker F, Sanchez-Graillet O, Seidler M, Brandt C, Wellmer J, Cimiano P.
    A User Study Evaluating Argumentative Explanations in Diagnostic Decision Support.
  apa: Liedeker, F., Sanchez-Graillet, O., Seidler, M., Brandt, C., Wellmer, J., &
    Cimiano, P. (n.d.). <i>A User Study Evaluating Argumentative Explanations in Diagnostic
    Decision Support</i>. First Workshop on Natural Language Argument-Based Explanations,
    Santiago de Compostela, Spain.
  bibtex: '@inproceedings{Liedeker_Sanchez-Graillet_Seidler_Brandt_Wellmer_Cimiano,
    title={A User Study Evaluating Argumentative Explanations in Diagnostic Decision
    Support}, author={Liedeker, Felix and Sanchez-Graillet, Olivia and Seidler, Moana
    and Brandt, Christian and Wellmer, Jörg and Cimiano, Philipp} }'
  chicago: Liedeker, Felix, Olivia Sanchez-Graillet, Moana Seidler, Christian Brandt,
    Jörg Wellmer, and Philipp Cimiano. “A User Study Evaluating Argumentative Explanations
    in Diagnostic Decision Support,” n.d.
  ieee: F. Liedeker, O. Sanchez-Graillet, M. Seidler, C. Brandt, J. Wellmer, and P.
    Cimiano, “A User Study Evaluating Argumentative Explanations in Diagnostic Decision
    Support,” presented at the First Workshop on Natural Language Argument-Based Explanations,
    Santiago de Compostela, Spain.
  mla: Liedeker, Felix, et al. <i>A User Study Evaluating Argumentative Explanations
    in Diagnostic Decision Support</i>.
  short: 'F. Liedeker, O. Sanchez-Graillet, M. Seidler, C. Brandt, J. Wellmer, P.
    Cimiano, in: n.d.'
conference:
  end_date: 2024-10-24
  location: Santiago de Compostela, Spain
  name: First Workshop on Natural Language Argument-Based Explanations
  start_date: 2024-10-19
date_created: 2024-10-09T15:02:42Z
date_updated: 2024-10-09T15:06:27Z
department:
- _id: '660'
language:
- iso: eng
project:
- _id: '128'
  name: 'TRR 318 - C5: TRR 318 - Subproject C5'
publication_status: accepted
status: public
title: A User Study Evaluating Argumentative Explanations in Diagnostic Decision Support
type: conference
user_id: '93275'
year: '2024'
...
---
_id: '56479'
abstract:
- lang: eng
  text: 'While the importance of explainable artificial intelligence in high-stakes
    decision-making is widely recognized in existing literature, empirical studies
    assessing users'' perceived value of explanations are scarce. In this paper, we
    aim to address this shortcoming by conducting an empirical study focused on measuring
    the perceived value of the following types of explanations: plain explanations
    based on feature attribution, counterfactual explanations and complex counterfactual
    explanations. We measure an explanation''s value using five dimensions: perceived
    accuracy, understandability, plausibility, sufficiency of detail, and user satisfaction.
    Our findings indicate a sweet spot of explanation complexity, with both dimensional
    and structural complexity positively impacting the perceived value up to a certain
    threshold.'
author:
- first_name: Felix
  full_name: Liedeker, Felix
  id: '93275'
  last_name: Liedeker
- first_name: Christoph
  full_name: Düsing, Christoph
  last_name: Düsing
- first_name: Marcel
  full_name: Nieveler, Marcel
  last_name: Nieveler
- first_name: Philipp
  full_name: Cimiano, Philipp
  last_name: Cimiano
citation:
  ama: 'Liedeker F, Düsing C, Nieveler M, Cimiano P. An Empirical Investigation of
    Users’ Assessment of XAI Explanations: Identifying the Sweet-Spot of Explanation
    Complexity. In: ; 2024.'
  apa: 'Liedeker, F., Düsing, C., Nieveler, M., &#38; Cimiano, P. (2024). <i>An Empirical
    Investigation of Users’ Assessment of XAI Explanations: Identifying the Sweet-Spot
    of Explanation Complexity</i>. 2nd World Conference on eXplainable Artificial
    Intelligence, Valetta, Malta.'
  bibtex: '@inproceedings{Liedeker_Düsing_Nieveler_Cimiano_2024, title={An Empirical
    Investigation of Users’ Assessment of XAI Explanations: Identifying the Sweet-Spot
    of Explanation Complexity}, author={Liedeker, Felix and Düsing, Christoph and
    Nieveler, Marcel and Cimiano, Philipp}, year={2024} }'
  chicago: 'Liedeker, Felix, Christoph Düsing, Marcel Nieveler, and Philipp Cimiano.
    “An Empirical Investigation of Users’ Assessment of XAI Explanations: Identifying
    the Sweet-Spot of Explanation Complexity,” 2024.'
  ieee: 'F. Liedeker, C. Düsing, M. Nieveler, and P. Cimiano, “An Empirical Investigation
    of Users’ Assessment of XAI Explanations: Identifying the Sweet-Spot of Explanation
    Complexity,” presented at the 2nd World Conference on eXplainable Artificial Intelligence,
    Valetta, Malta, 2024.'
  mla: 'Liedeker, Felix, et al. <i>An Empirical Investigation of Users’ Assessment
    of XAI Explanations: Identifying the Sweet-Spot of Explanation Complexity</i>.
    2024.'
  short: 'F. Liedeker, C. Düsing, M. Nieveler, P. Cimiano, in: 2024.'
conference:
  end_date: 2024-07-19
  location: Valetta, Malta
  name: 2nd World Conference on eXplainable Artificial Intelligence
  start_date: 2024-07-17
date_created: 2024-10-09T14:57:49Z
date_updated: 2024-10-09T15:06:00Z
department:
- _id: '660'
keyword:
- XAI
- Explanation Complexity
- User Perception
language:
- iso: eng
project:
- _id: '128'
  name: 'TRR 318 - C5: TRR 318 - Subproject C5'
status: public
title: 'An Empirical Investigation of Users'' Assessment of XAI Explanations: Identifying
  the Sweet-Spot of Explanation Complexity'
type: conference
user_id: '93275'
year: '2024'
...
---
_id: '56844'
author:
- first_name: Dominik
  full_name: Battefeld, Dominik
  id: '91864'
  last_name: Battefeld
  orcid: 0000-0002-5480-0594
- first_name: Felix
  full_name: Liedeker, Felix
  id: '93275'
  last_name: Liedeker
- first_name: Philipp
  full_name: Cimiano, Philipp
  last_name: Cimiano
- first_name: Stefan
  full_name: Kopp, Stefan
  last_name: Kopp
citation:
  ama: 'Battefeld D, Liedeker F, Cimiano P, Kopp S. ASCODI: An XAI-based interactive
    reasoning support system for justifiable medical diagnosing. In: <i>Proceedings
    of the 1st Workshop on Multimodal, Affective and Interactive EXplainable AI (MAI-XAI)</i>.
    ; 2024.'
  apa: 'Battefeld, D., Liedeker, F., Cimiano, P., &#38; Kopp, S. (2024). ASCODI: An
    XAI-based interactive reasoning support system for justifiable medical diagnosing.
    <i>Proceedings of the 1st Workshop on Multimodal, Affective and Interactive EXplainable
    AI (MAI-XAI)</i>. European Conference on Artificial Intelligence (ECAI), Santiago
    de Compostela, Spain.'
  bibtex: '@inproceedings{Battefeld_Liedeker_Cimiano_Kopp_2024, title={ASCODI: An
    XAI-based interactive reasoning support system for justifiable medical diagnosing},
    booktitle={Proceedings of the 1st Workshop on Multimodal, Affective and Interactive
    eXplainable AI (MAI-XAI)}, author={Battefeld, Dominik and Liedeker, Felix and
    Cimiano, Philipp and Kopp, Stefan}, year={2024} }'
  chicago: 'Battefeld, Dominik, Felix Liedeker, Philipp Cimiano, and Stefan Kopp.
    “ASCODI: An XAI-Based Interactive Reasoning Support System for Justifiable Medical
    Diagnosing.” In <i>Proceedings of the 1st Workshop on Multimodal, Affective and
    Interactive EXplainable AI (MAI-XAI)</i>, 2024.'
  ieee: 'D. Battefeld, F. Liedeker, P. Cimiano, and S. Kopp, “ASCODI: An XAI-based
    interactive reasoning support system for justifiable medical diagnosing,” presented
    at the European Conference on Artificial Intelligence (ECAI), Santiago de Compostela,
    Spain, 2024.'
  mla: 'Battefeld, Dominik, et al. “ASCODI: An XAI-Based Interactive Reasoning Support
    System for Justifiable Medical Diagnosing.” <i>Proceedings of the 1st Workshop
    on Multimodal, Affective and Interactive EXplainable AI (MAI-XAI)</i>, 2024.'
  short: 'D. Battefeld, F. Liedeker, P. Cimiano, S. Kopp, in: Proceedings of the 1st
    Workshop on Multimodal, Affective and Interactive EXplainable AI (MAI-XAI), 2024.'
conference:
  end_date: 2024-10-24
  location: Santiago de Compostela, Spain
  name: European Conference on Artificial Intelligence (ECAI)
  start_date: 2024-10-19
date_created: 2024-10-31T09:54:27Z
date_updated: 2024-10-31T09:57:13Z
ddc:
- '000'
file:
- access_level: closed
  content_type: application/pdf
  creator: doba2
  date_created: 2024-10-31T09:53:24Z
  date_updated: 2024-10-31T09:53:24Z
  file_id: '56845'
  file_name: paper2.pdf
  file_size: 519095
  relation: main_file
  success: 1
file_date_updated: 2024-10-31T09:53:24Z
has_accepted_license: '1'
language:
- iso: eng
project:
- _id: '128'
  name: 'TRR 318 - C5: TRR 318 - Subproject C5'
publication: Proceedings of the 1st Workshop on Multimodal, Affective and Interactive
  eXplainable AI (MAI-XAI)
publication_status: published
quality_controlled: '1'
status: public
title: 'ASCODI: An XAI-based interactive reasoning support system for justifiable
  medical diagnosing'
type: conference
user_id: '91864'
year: '2024'
...
---
_id: '56477'
abstract:
- lang: eng
  text: We describe a prototype of a Clinical Decision Support System (CDSS) that
    provides (counterfactual) explanations to support accurate medical diagnosis.
    The prototype is based on an inherently interpretable Bayesian network (BN). Our
    research aims to investigate which explanations are most useful for medical experts
    and whether co-constructing explanations can foster trust and acceptance of CDSS.
author:
- first_name: Felix
  full_name: Liedeker, Felix
  id: '93275'
  last_name: Liedeker
- first_name: Philipp
  full_name: Cimiano, Philipp
  last_name: Cimiano
citation:
  ama: 'Liedeker F, Cimiano P. A Prototype of an Interactive Clinical Decision Support
    System with Counterfactual Explanations. In: ; 2023.'
  apa: Liedeker, F., &#38; Cimiano, P. (2023). <i>A Prototype of an Interactive Clinical
    Decision Support System with Counterfactual Explanations</i>. xAI-2023 Late-breaking
    Work, Demos and Doctoral Consortium co-located with the 1st World Conference on
    eXplainable Artificial Intelligence (xAI-2023), Lissabon.
  bibtex: '@inproceedings{Liedeker_Cimiano_2023, title={A Prototype of an Interactive
    Clinical Decision Support System with Counterfactual Explanations}, author={Liedeker,
    Felix and Cimiano, Philipp}, year={2023} }'
  chicago: Liedeker, Felix, and Philipp Cimiano. “A Prototype of an Interactive Clinical
    Decision Support System with Counterfactual Explanations,” 2023.
  ieee: F. Liedeker and P. Cimiano, “A Prototype of an Interactive Clinical Decision
    Support System with Counterfactual Explanations,” presented at the xAI-2023 Late-breaking
    Work, Demos and Doctoral Consortium co-located with the 1st World Conference on
    eXplainable Artificial Intelligence (xAI-2023), Lissabon, 2023.
  mla: Liedeker, Felix, and Philipp Cimiano. <i>A Prototype of an Interactive Clinical
    Decision Support System with Counterfactual Explanations</i>. 2023.
  short: 'F. Liedeker, P. Cimiano, in: 2023.'
conference:
  end_date: 2023-07-28
  location: Lissabon
  name: xAI-2023 Late-breaking Work, Demos and Doctoral Consortium co-located with
    the 1st World Conference on eXplainable Artificial Intelligence (xAI-2023)
  start_date: 2023-07-26
date_created: 2024-10-09T14:50:09Z
date_updated: 2024-10-09T15:04:53Z
department:
- _id: '660'
keyword:
- Explainable AI
- Clinical decision support
- Bayesian network
- Counterfactual explanations
language:
- iso: eng
project:
- _id: '128'
  name: 'TRR 318 - C5: TRR 318 - Subproject C5'
status: public
title: A Prototype of an Interactive Clinical Decision Support System with Counterfactual
  Explanations
type: conference
user_id: '93275'
year: '2023'
...
---
_id: '56478'
author:
- first_name: Felix
  full_name: Liedeker, Felix
  id: '93275'
  last_name: Liedeker
- first_name: Philipp
  full_name: Cimiano, Philipp
  last_name: Cimiano
citation:
  ama: 'Liedeker F, Cimiano P. Dynamic Feature Selection in AI-based Diagnostic Decision
    Support for Epilepsy. In: ; 2023.'
  apa: Liedeker, F., &#38; Cimiano, P. (2023). <i>Dynamic Feature Selection in AI-based
    Diagnostic Decision Support for Epilepsy</i>. 1st International Conference on
    Artificial Intelligence in Epilepsy and Neurological Disorders, Breckenridge,
    CO, USA .
  bibtex: '@inproceedings{Liedeker_Cimiano_2023, title={Dynamic Feature Selection
    in AI-based Diagnostic Decision Support for Epilepsy}, author={Liedeker, Felix
    and Cimiano, Philipp}, year={2023} }'
  chicago: Liedeker, Felix, and Philipp Cimiano. “Dynamic Feature Selection in AI-Based
    Diagnostic Decision Support for Epilepsy,” 2023.
  ieee: F. Liedeker and P. Cimiano, “Dynamic Feature Selection in AI-based Diagnostic
    Decision Support for Epilepsy,” presented at the 1st International Conference
    on Artificial Intelligence in Epilepsy and Neurological Disorders, Breckenridge,
    CO, USA , 2023.
  mla: Liedeker, Felix, and Philipp Cimiano. <i>Dynamic Feature Selection in AI-Based
    Diagnostic Decision Support for Epilepsy</i>. 2023.
  short: 'F. Liedeker, P. Cimiano, in: 2023.'
conference:
  end_date: 2023-03-10
  location: 'Breckenridge, CO, USA '
  name: 1st International Conference on Artificial Intelligence in Epilepsy and Neurological
    Disorders
  start_date: 2023-03-07
date_created: 2024-10-09T14:53:45Z
date_updated: 2024-10-09T15:06:47Z
department:
- _id: '660'
language:
- iso: eng
project:
- _id: '128'
  name: 'TRR 318 - C5: TRR 318 - Subproject C5'
status: public
title: Dynamic Feature Selection in AI-based Diagnostic Decision Support for Epilepsy
type: conference_abstract
user_id: '93275'
year: '2023'
...