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Key points

Model development in a single (institution) / small dataset yields

Large variability in models

Unreliable assessments of model performance

Validation

Improves performance assessment

May constitute iterative improvement of models

The NTCP is a population characteristic, not an individual number

The most useful model

Is derived from a large (multi-institutional) dataset

Is validated resulting in well-characterized performance

May vary with the intended use

Don’t only rely on statistical tools: Use other knowledge if available.

December 8, 2015