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Making Deep Learning Models Clinically Useful - Improving Diagnostic Confidence in Inherited Retinal Disease with Conformal Prediction

Biraja Ghoshal,William Woof, Bernardo Mendes,Saoud Al-Khuzaei,Thales Antonio Cabral De Guimaraes,Malena Daich Varela,Yichen Liu,Sagnik Sen,Siying Lin,Mital Shah,Yu Fujinami-Yokokawa,Andrew R. Webster,Omar A. Mahroo,Kaoru Fujinami,Frank Holz,Philipp Herrmann,Juliana Sallum,Konstantinos Balaskas,Savita Madhusudhan,Susan M. Downes,Michel Michaelides,Nikolas Pontikos

UNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2024（2025）

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Key words
Deep Learning,Uncertainty,Conformal Prediction,IRD
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