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Guidelines for study protocols describing predefined validations of prediction models in medical deep learning and beyond

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References

  1. Dhiman, P. et al. Nat. Mach. Intell. 5, 816–817 (2023).

    Article  Google Scholar 

  2. Moons, K. G. M. et al. Ann. Intern. Med. 162, W1–W73 (2015).

    Article  Google Scholar 

  3. Kleppe, A. et al. Nat. Rev. Cancer 21, 199–211 (2021).

  4. Korevaar, D. A. et al. Clin. Chem. 63, 1331–1341 (2017).

    Article  Google Scholar 

  5. Skrede, O.-J. et al. Lancet 395, 350–360 (2020).

    Article  Google Scholar 

  6. Cyll, K. et al. Cancers 13, 4291 (2021).

    Article  Google Scholar 

  7. van der Laak, J., Litjens, G. & Ciompi, F. Nat. Med. 27, 775–784 (2021).

    Article  Google Scholar 

  8. Ghaffari Laleh, N., Ligero, M., Perez-Lopez, R. & Kather, J. N. Clin. Cancer Res. 29, 316–323 (2023).

    Article  Google Scholar 

  9. Pisula, J. I. et al. Br. J. Cancer 128, 1369–1376 (2023).

    Article  Google Scholar 

  10. Nature 556, 273–274 (2018).

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Author information

Author notes

  1. Deceased: Håvard E. Danielsen.

Authors and Affiliations

  1. Institute for Cancer Genetics and Informatics, Oslo University Hospital, Oslo, Norway

    Andreas Kleppe, Ole-Johan Skrede, Knut Liestøl & Håvard E. Danielsen

  2. Department of Informatics, University of Oslo, Oslo, Norway

    Andreas Kleppe, Ole-Johan Skrede & Knut Liestøl

  3. Centre for Research-based Innovation Visual Intelligence, UiT The Arctic University of Norway, Tromsø, Norway

    Andreas Kleppe

  4. Nuffield Division of Clinical Laboratory Sciences, University of Oxford, Oxford, UK

    David J. Kerr & Håvard E. Danielsen

Authors
  1. Andreas Kleppe
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  2. Ole-Johan Skrede
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  3. Knut Liestøl
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  4. David J. Kerr
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  5. Håvard E. Danielsen
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Contributions

A.K. and O.-J.S. drafted the manuscript, and all authors contributed to reviewing and editing the manuscript.

Corresponding author

Correspondence to Andreas Kleppe.

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Competing interests

The authors declare no competing interests.

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Kleppe, A., Skrede, OJ., Liestøl, K. et al. Guidelines for study protocols describing predefined validations of prediction models in medical deep learning and beyond. Nat Mach Intell 6, 2–3 (2024). https://doi.org/10.1038/s42256-023-00774-7

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  • DOI: https://doi.org/10.1038/s42256-023-00774-7

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