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The Reproducibility Crisis in the Age of Digital Medicine

Overview
Journal NPJ Digit Med
Date 2019 Jul 16
PMID 31304352
Citations 70
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References
1.
Ferreira C, Bastille-Rousseau G, Bennett A, Ellington E, Terwissen C, Austin C . The evolution of peer review as a basis for scientific publication: directional selection towards a robust discipline?. Biol Rev Camb Philos Soc. 2015; 91(3):597-610. DOI: 10.1111/brv.12185. View

2.
Gottesman O, Johansson F, Komorowski M, Faisal A, Sontag D, Doshi-Velez F . Guidelines for reinforcement learning in healthcare. Nat Med. 2019; 25(1):16-18. DOI: 10.1038/s41591-018-0310-5. View

3.
Goodman S, Fanelli D, Ioannidis J . What does research reproducibility mean?. Sci Transl Med. 2016; 8(341):341ps12. DOI: 10.1126/scitranslmed.aaf5027. View

4.
Baker M . 1,500 scientists lift the lid on reproducibility. Nature. 2016; 533(7604):452-4. DOI: 10.1038/533452a. View

5.
Celi L, Citi L, Ghassemi M, Pollard T . The PLOS ONE collection on machine learning in health and biomedicine: Towards open code and open data. PLoS One. 2019; 14(1):e0210232. PMC: 6333339. DOI: 10.1371/journal.pone.0210232. View