Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy

Düsing, Christoph; Cimiano, Philipp; Rehberg, Sebastian; Scherer, Christiane; Kaup, Olaf; Köster, Christiane; Hellmich, Stefan; Herrmann, Daniel; Meier, Kirsten Laura; Claßen, Simon; Borgstedt, Rainer

Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy

Düsing C, Cimiano P, Rehberg S, Scherer C, Kaup O, Köster C, Hellmich S, Herrmann D, Meier KL, Claßen S, Borgstedt R (2024)
Artificial Intelligence in Medicine.

Zeitschriftenaufsatz | Veröffentlicht | Englisch

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URL

https://www.sciencedirect.com/science/article/pii/S0933365724002240?via%3Dihub

DOI

https://doi.org/10.1016/j.artmed.2024.102982

Autor*in

Düsing, Christoph^UniBi ; Cimiano, Philipp^UniBi ; Rehberg, Sebastian^UniBi; Scherer, Christiane; Kaup, Olaf^UniBi ; Köster, Christiane; Hellmich, Stefan; Herrmann, Daniel; Meier, Kirsten Laura; Claßen, Simon; Borgstedt, Rainer^UniBi

Einrichtung

Center of Excellence - Cognitive Interaction Technology CITEC > Semantische Datenbanken
Technische Fakultät > AG Semantische Datenbanken
Medizinische Fakultät OWL > AG 101 Anästhesiologie und Intensivmedizin

Projekt

Kinbiotics: Entwicklung eines KI-basierten Entscheidungsunterstützungssystems zur individualisierten Vorhersage wirksamer Antibiotikatherapien

Erscheinungsjahr

2024

Zeitschriftentitel

Artificial Intelligence in Medicine

Page URI

https://pub.uni-bielefeld.de/record/2992430

Zitieren

Düsing C, Cimiano P, Rehberg S, et al. Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy. Artificial Intelligence in Medicine. 2024.

Düsing, C., Cimiano, P., Rehberg, S., Scherer, C., Kaup, O., Köster, C., Hellmich, S., et al. (2024). Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy. Artificial Intelligence in Medicine. https://doi.org/10.1016/j.artmed.2024.102982

Düsing, Christoph, Cimiano, Philipp, Rehberg, Sebastian, Scherer, Christiane, Kaup, Olaf, Köster, Christiane, Hellmich, Stefan, et al. 2024. “Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy”. Artificial Intelligence in Medicine.

Düsing, C., Cimiano, P., Rehberg, S., Scherer, C., Kaup, O., Köster, C., Hellmich, S., Herrmann, D., Meier, K. L., Claßen, S., et al. (2024). Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy. Artificial Intelligence in Medicine.

Düsing, C., et al., 2024. Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy. Artificial Intelligence in Medicine.

C. Düsing, et al., “Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy”, Artificial Intelligence in Medicine, 2024.

Düsing, C., Cimiano, P., Rehberg, S., Scherer, C., Kaup, O., Köster, C., Hellmich, S., Herrmann, D., Meier, K.L., Claßen, S., Borgstedt, R.: Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy. Artificial Intelligence in Medicine. (2024).

Düsing, Christoph, Cimiano, Philipp, Rehberg, Sebastian, Scherer, Christiane, Kaup, Olaf, Köster, Christiane, Hellmich, Stefan, Herrmann, Daniel, Meier, Kirsten Laura, Claßen, Simon, and Borgstedt, Rainer. “Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy”. Artificial Intelligence in Medicine (2024).

Link(s) zu Volltext(en)

URL

https://www.sciencedirect.com/science/article/pii/S0933365724002240?via%3Dihub

Access Level

Open Access