Article
Predicting IDH Mutation in Glioma Patients Using Deep Learning Algorithms with Conformal Prediction.
Journal of imaging informatics in medicine - 1 Apr 2026
Elyassirad Danial, Gheiji Benyamin, Vatanparast Mahsa, Ahmadzadeh Amir Mahmoud, Masoudi Mohammad, Gholami Mobin, Moassefi Mana, Faghani Shahriar
Abstract excerpt
The World Health Organization glioma classification highlights genetic profiles, such as isocitrate dehydrogenase (IDH) mutation. This study developed an uncertainty-aware deep learning model to predict IDH mutations in glioma patients, employing conformal prediction (CP) for uncertainty quantification (UQ). The UCSF dataset split into training (70%) and validation (30%) sets, and the UPENN dataset divided into...
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