Diagnoseunterstützung durch künstliche Intelligenz für Labordaten

Stumpe, Florian; Kirchhoff, Jan

doi:10.1007/978-3-658-33597-7_23

Search citation statements

Order By: Relevance

Paper Sections

Select...

Citation Types

Supporting

Mentioning

Contrasting

Year Published

2023

Publication Types

Select...

Other1

Article1

Relationship

Self Cite0

Independent2

Authors

Journals

Cited by 2 publications

References 0 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

Trustworthy Medical Operational AI: Marrying AI and Regulatory Requirements

Berns,

Zimmermann,

Borgelt

et al. 2023

2023 IEEE International Conference on Big Data (BigData)

View full text Add to dashboard Cite

Trustworthy Medical Operational AI: Marrying AI and Regulatory Requirements

Berns,

Zimmermann,

Borgelt

et al. 2023

2023 IEEE International Conference on Big Data (BigData)

View full text Add to dashboard Cite

Medical operational AI: artificial intelligence in routine medical operations

Berns¹,

Heilig²,

Stumpe³

et al. 2023

Journal of Laboratory Medicine

View full text Add to dashboard Cite

Despite substantial gains facilitated by Artificial Intelligence (AI) in recent years, it has to be applied very cautiously in sensitive domains like medicine due to the lack of explainability of many methods in this field. We aim to provide a system to overcome these issues of medical AI applications by means of our concept of medical operational AI detailed in this paper. We make use of various methods of AI and utilize knowledge graphs in particular. The latter is continuously updated by medical experts based on medical literature such as peer-reviewed papers and standard online sources such as UpToDate. We thoroughly derive a multi-level system tackling the corresponding challenges. In particular, its design encompasses (i) holistic diagnostic assistance on a macro level, (ii) predicitions and detailed suggestions for specific medical domains on a micro level, as well as (iii) AI-based optimizations of the overall system on a meta level. We detail practical merits of medical operational AI and discuss the state of the art beyond our solution.

show abstract

Diagnoseunterstützung durch künstliche Intelligenz für Labordaten

Cited by 2 publications

References 0 publications

Trustworthy Medical Operational AI: Marrying AI and Regulatory Requirements

Trustworthy Medical Operational AI: Marrying AI and Regulatory Requirements

Medical operational AI: artificial intelligence in routine medical operations

Contact Info

Product

Resources

About