A framework for meta-analysis of prediction model studies with binary and time-to-event outcomes

Debray, Thomas PA, Damen, Johanna AAG, Riley, Richard D, Snell, Kym, Reitsma, Johannes B, Hooft, Lotty, Collins, Gary S, Moons, Karel GM·2019·Statistical Methods in Medical Research

Cited by (270)

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  48. THE STATIC CORROSION OF NICKEL AND OTHER MATERIALS IN MOLTEN CAUSTIC SODA
    J.N. Gregory, Nicholas A. Hodge, J.V.G. Iredale · 1956 · OpenGrey (Institut de l'Information Scientifique et Technique)
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    Valentijn M. T. de Jong, Jeroen Hoogland, Karel G.M. Moons, Richard D Riley, Tri‐Long Nguyen, Thomas P. A. Debray · 2023 · Statistics in Medicine
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  68. metamisc: Meta-Analysis of Diagnosis and Prognosis Research Studies
    Thomas P. A. Debray, Valentijn M. T. de Jong · 2012
  69. Meta-analysis
    Betsy Jane Becker, Christopher Glen Thompson · 2022 · Elsevier eBooks
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