Search Results for author: Giovanni Ciná

Found 2 papers, 1 papers with code

When accurate prediction models yield harmful self-fulfilling prophecies

no code implementations2 Dec 2023 Wouter A. C. van Amsterdam, Nan van Geloven, Jesse H. Krijthe, Rajesh Ranganath, Giovanni Ciná

These models are harmful self-fulfilling prophecies: their deployment harms a group of patients but the worse outcome of these patients does not invalidate the predictive power of the model.

Decision Making

Unmasking the Chameleons: A Benchmark for Out-of-Distribution Detection in Medical Tabular Data

1 code implementation28 Sep 2023 Mohammad Azizmalayeri, Ameen Abu-Hanna, Giovanni Ciná

Despite their success, Machine Learning (ML) models do not generalize effectively to data not originating from the training distribution.

Out-of-Distribution Detection

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