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Author

Maria Mahbub

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Preprint Aug 2026

Extending the Horizon of Early Diagnosis: Lung Cancer Prediction with Vision Transformers

Although performance remains below clinical deployment thresholds, the results support further development of ViT-based triage systems to flag high-risk patients for earlier evaluation and demonstrate the potential of ViTs for early lung cancer risk prediction from routine chest X-rays.

O. Kotevska, Ian Goethert, Michael McGee et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Beyond Aggregate Scores: Behavioral Correctness Assumptions for Assessing Reference-Based Automatic Evaluation Methods

It is demonstrated that behavioral correctness assumptions provide diagnostic information obscured by conventional aggregate meta-evaluation, and no evaluator satisfies all proposed correctness assumptions, and evaluators with similar aggregate performance can exhibit substantially different behavioral profiles.

Maria Mahbub, Ashley Rice, Michael R. Munroe et al. · 0 citations

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