Evaluation of clinical prediction models (part 1): from development to external validation

Publication date

2024

Authors

Collins, Gary S.
Dhiman, Paula
Ma, Jie
Schlussel, Michael M.
Archer, Lucinda
Van Calster, Ben
Harrell, Frank E.
Martin, Glen P.
Moons, Karel G.M.ISNI 0000000390720943
van Smeden, MaartenORCID 0000-0002-5529-1541

Editors

Advisors

Supervisors

Document Type

Article

Collections

Open Access logo

License

cc_by

Abstract

Evaluating the performance of a clinical prediction model is crucial to establish its predictive accuracy in the populations and settings intended for use. In this article, the first in a three part series, Collins and colleagues describe the importance of a meaningful evaluation using internal, internal-external, and external validation, as well as exploring heterogeneity, fairness, and generalisability in model performance.

Keywords

General Medicine

Citation

Collins, G S, Dhiman, P, Ma, J, Schlussel, M M, Archer, L, Van Calster, B, Harrell, F E, Martin, G P, Moons, K G M, van Smeden, M, Sperrin, M, Bullock, G S & Riley, R D 2024, 'Evaluation of clinical prediction models (part 1) : from development to external validation', BMJ, vol. 384, e074819. https://doi.org/10.1136/bmj-2023-074819