On the limitations of the area under the ROC curve for NTCP modelling

The area under the ROC curve (AUC) is commonly used as a measure for the discriminative performance of NTCP models. Here, we demonstrate that for typical patient cohorts, the AUC is an unsuitable measure for that purpose since it is typically limited to values below 0.8 and it exhibits large statist...

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Hauptverfasser: Bahn, Emanuel (VerfasserIn) , Alber, Markus (VerfasserIn)
Dokumenttyp: Article (Journal)
Sprache:Englisch
Veröffentlicht: 2020
In: Radiotherapy and oncology
Year: 2019, Jahrgang: 144, Pages: 148-151
ISSN:1879-0887
DOI:10.1016/j.radonc.2019.11.018
Online-Zugang:Verlag, lizenzpflichtig, Volltext: https://doi.org/10.1016/j.radonc.2019.11.018
Verlag, lizenzpflichtig, Volltext: http://www.sciencedirect.com/science/article/pii/S0167814019334887
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Verfasserangaben:Emanuel Bahn, Markus Alber
Beschreibung
Zusammenfassung:The area under the ROC curve (AUC) is commonly used as a measure for the discriminative performance of NTCP models. Here, we demonstrate that for typical patient cohorts, the AUC is an unsuitable measure for that purpose since it is typically limited to values below 0.8 and it exhibits large statistical variation.
Beschreibung:Available online 5 December 2019
Gesehen am 02.04.2020
Beschreibung:Online Resource
ISSN:1879-0887
DOI:10.1016/j.radonc.2019.11.018