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  4. Artificial Intelligence-Based Decision Support in Laboratory Diagnostics
 
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2022
Book Article
Title

Artificial Intelligence-Based Decision Support in Laboratory Diagnostics

Abstract
This research work introduces a solution approach for detecting infectious diseases in modern laboratory diagnostics. It combines an artificial intelligence (AI)-based data analysis by means of random forest methods with decision support based on intuitive information display and suitable planning functionality. The approach thereby bridges between AI-based automation and human decision making. It is realized as a prototypical diagnostic web service and demonstrated for the example of Covid-19 and Influenza A/B detection.
Author(s)
Scherrer, Alexander  
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
Helmling, Michael
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
Singer, Christian
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
Riedel, Sinan
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
Küfer, Karl Heinz  
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
Journal
Lecture Notes in Operations Research
DOI
10.1007/978-3-031-08623-6_35
Language
English
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
Keyword(s)
  • Artificial intelligence

  • Decision support

  • Laboratory diagnostics

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