A User Study Evaluating Argumentative Explanations in Diagnostic Decision Support
Liedeker F, Sanchez Graillet O, Seidler M, Brandt C, Wellmer J, Cimiano P (Accepted)
Presented at the First Workshop on Natural Language Argument-Based Explanations, Santiago de Compostela, Spain.
Konferenzbeitrag
| Angenommen | Englisch
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ECAI24_ArgNLE_Preprint.pdf
211.08 KB
Autor*in
Liedeker, FelixUniBi ;
Sanchez Graillet, OliviaUniBi ;
Seidler, Moana;
Brandt, ChristianUniBi;
Wellmer, Jörg;
Cimiano, PhilippUniBi
Einrichtung
Abstract / Bemerkung
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. In 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. In 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. In 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.
Erscheinungsjahr
2024
Urheberrecht / Lizenzen
Konferenz
First Workshop on Natural Language Argument-Based Explanations
Konferenzort
Santiago de Compostela, Spain
Konferenzdatum
2024-10-19 – 2024-10-24
Page URI
https://pub.uni-bielefeld.de/record/2992349
Zitieren
Liedeker F, Sanchez Graillet O, Seidler M, Brandt C, Wellmer J, Cimiano P. 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.
Liedeker, F., Sanchez Graillet, O., Seidler, M., Brandt, C., Wellmer, J., & Cimiano, P. (Accepted). 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.
Liedeker, Felix, Sanchez Graillet, Olivia, Seidler, Moana, Brandt, Christian, Wellmer, Jörg, and Cimiano, Philipp. Accepted. “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 .
Liedeker, F., Sanchez Graillet, O., Seidler, M., Brandt, C., Wellmer, J., and Cimiano, P. (Accepted).“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.
Liedeker, F., et al., Accepted. 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.
F. Liedeker, et al., “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, Accepted.
Liedeker, F., Sanchez Graillet, O., Seidler, M., Brandt, C., Wellmer, J., Cimiano, P.: 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 (Accepted).
Liedeker, Felix, Sanchez Graillet, Olivia, Seidler, Moana, Brandt, Christian, Wellmer, Jörg, and Cimiano, Philipp. “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, Accepted.
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ECAI24_ArgNLE_Preprint.pdf
211.08 KB
Access Level
Open Access
Zuletzt Hochgeladen
2024-10-18T14:40:15Z
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