Title | ||
---|---|---|
Detection of calibration drift in clinical prediction models to inform model updating |
Abstract | ||
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•A framework to detect calibration drift and inform updating of prediction models.•Incorporates generalizable, customizable methods for diverse models and use cases.•Provides data-driven guidance on the timing of and data to be used for model updates.•Evaluations highlight accuracy of detected drift and relevancy of returned data. |
Year | DOI | Venue |
---|---|---|
2020 | 10.1016/j.jbi.2020.103611 | Journal of Biomedical Informatics |
Keywords | DocType | Volume |
Predictive analytics,Calibration,Drift detection,Model updating | Journal | 112 |
ISSN | Citations | PageRank |
1532-0464 | 1 | 0.37 |
References | Authors | |
0 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Sharon E Davis | 1 | 2 | 1.07 |
Robert A Greevy | 2 | 2 | 1.41 |
Thomas A. Lasko | 3 | 194 | 20.36 |
Colin Walsh | 4 | 23 | 6.12 |
Michael E. Matheny | 5 | 202 | 33.36 |