A Prototype of an Interactive Clinical Decision Support System with Counterfactual Explanations
Liedeker F, Cimiano P (2023)
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.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Projekt
Abstract / Bemerkung
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.
Stichworte
Explainable AI;
Clinical decision support;
Bayesian network;
Counterfactual explanations
Erscheinungsjahr
2023
Urheberrecht / Lizenzen
Konferenz
xAI-2023 Late-breaking Work, Demos and Doctoral Consortium co-located with the 1st World Conference on eXplainable Artificial Intelligence (xAI-2023)
Konferenzort
Lissabon
Konferenzdatum
2023-07-26 – 2023-07-28
Page URI
https://pub.uni-bielefeld.de/record/2988799
Zitieren
Liedeker F, Cimiano P. 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.
Liedeker, F., & Cimiano, P. (2023). 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.
Liedeker, Felix, and Cimiano, Philipp. 2023. “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 .
Liedeker, F., and Cimiano, P. (2023).“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.
Liedeker, F., & Cimiano, P., 2023. 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.
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.
Liedeker, F., Cimiano, P.: 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).
Liedeker, Felix, and Cimiano, Philipp. “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.
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paper7.pdf
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Open Access
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