PROMISE-AD uses a temporal Transformer on ADNI tabular histories to produce calibrated 1-5 year survival estimates for CN-to-MCI and MCI-to-AD conversion, achieving the lowest integrated Brier score for the first task and top C-index for the second among tested methods.
Predictive markers for AD in a multi-modality framework: An analysis of MCI progression in the ADNI population,
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PROMISE-AD: Progression-aware Multi-horizon Survival Estimation for Alzheimer's Disease Progression and Dynamic Tracking
PROMISE-AD uses a temporal Transformer on ADNI tabular histories to produce calibrated 1-5 year survival estimates for CN-to-MCI and MCI-to-AD conversion, achieving the lowest integrated Brier score for the first task and top C-index for the second among tested methods.