Limitations of Binary Classification for Long-Horizon Diagnosis Prediction and Advantages of a Discrete-Time Time-to-Event Approach: Empirical Analysis

Abstract BackgroundA major challenge in using electronic health records (EHR) is the inconsistency of patient follow-up, resulting in right-censored outcomes. This becomes particularly problematic in long-horizon event predictions, such as autism and attention-deficit/hyperact...

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Bibliographic Details
Main Authors: De Rong Loh, Elliot D Hill, Nan Liu, Geraldine Dawson, Matthew M Engelhard
Format: Article
Language:English
Published: JMIR Publications 2025-03-01
Series:JMIR AI
Online Access:https://ai.jmir.org/2025/1/e62985
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