Towards XAI agnostic explainability to assess differential diagnosis for Meningitis diseases

Meningitis, characterized by meninges and cerebrospinal fluid inflammation, poses diagnostic challenges due to diverse clinical manifestations. This work introduces an explainable AI automatic medical decision methodology that determines critical features and their relevant values for the differenti...

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Autori principali:	Aya Messai, Ahlem Drif, Amel Ouyahia, Meriem Guechi, Mounira Rais, Lars Kaderali, Hocine Cherifi
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	IOP Publishing 2024-01-01
Serie:	Machine Learning: Science and Technology
Soggetti:	explainability infection disease diagnosis meningitis disease SHapley Additive exPlanations XGBoost
Accesso online:	https://doi.org/10.1088/2632-2153/ad4a1f
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