Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values
Hoyer A, Kuss O (2020)
Research Synthesis Methods 11(2): 301-313.
Zeitschriftenaufsatz
| Veröffentlicht | Englisch
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Autor*in
Hoyer, AnnikaUniBi ;
Kuss, Oliver
Abstract / Bemerkung
Diagnostic accuracy studies often evaluate diagnostic tests at several threshold values, aiming to make recommendations on optimal thresholds for use in practice. Methods for meta‐analysis of full receiver operating characteristic (ROC) curves have been proposed but still have deficiencies. We recently proposed a parametric approach that is based on bivariate time‐to‐event models for interval‐censored data to this task. To increase the flexibility of that approach, to cover a wide range of distributions of diagnostic test values and to address the open point of model selection, we here suggest to use the generalizedFfamily of distributions that includes previously used distributions for the bivariate time‐to‐event model as special cases. The results of a simulation study are given as well as an illustration by an example of population‐based screening for type 2 diabetes mellitus.
Erscheinungsjahr
2020
Zeitschriftentitel
Research Synthesis Methods
Band
11
Ausgabe
2
Seite(n)
301-313
Urheberrecht / Lizenzen
ISSN
1759-2879
eISSN
1759-2887
Page URI
https://pub.uni-bielefeld.de/record/2991189
Zitieren
Hoyer A, Kuss O. Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values. Research Synthesis Methods. 2020;11(2):301-313.
Hoyer, A., & Kuss, O. (2020). Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values. Research Synthesis Methods, 11(2), 301-313. https://doi.org/10.1002/jrsm.1395
Hoyer, Annika, and Kuss, Oliver. 2020. “Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values”. Research Synthesis Methods 11 (2): 301-313.
Hoyer, A., and Kuss, O. (2020). Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values. Research Synthesis Methods 11, 301-313.
Hoyer, A., & Kuss, O., 2020. Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values. Research Synthesis Methods, 11(2), p 301-313.
A. Hoyer and O. Kuss, “Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values”, Research Synthesis Methods, vol. 11, 2020, pp. 301-313.
Hoyer, A., Kuss, O.: Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values. Research Synthesis Methods. 11, 301-313 (2020).
Hoyer, Annika, and Kuss, Oliver. “Meta‐analysis of full ROC curves with flexible parametric distributions of diagnostic test values”. Research Synthesis Methods 11.2 (2020): 301-313.
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2024-07-09T11:30:43Z
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