Update README.md

README.md

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 # CalibrateEmulateSample.jl
-Implements a derivative-free machine-learning accelerated pipeline for uncertainty quantification.
+Implements a derivative-free machine-learning-accelerated pipeline for uncertainty quantification.
 
 
 | **Documentation**    | [![dev][docs-dev-img]][docs-dev-url]             |
 |---------------------:|:-------------------------------------------------|
+| **JOSS**             | [![DOI][joss-img][joss-url]                      |
 | **DOI**              | [![DOI][zenodo-img]][zenodo-latest-url]          |
 | **Docs Build**       | [![docs build][docs-bld-img]][docs-bld-url]      |
 | **Unit tests**       | [![unit tests][unit-tests-img]][unit-tests-url]  |
 | **Code Coverage**    | [![codecov][codecov-img]][codecov-url]           |
 
+[joss-img]:https://joss.theoj.org/papers/10.21105/joss.06372/status.svg
+[joss-url]:https://doi.org/10.21105/joss.06372
+
 [zenodo-img]: https://zenodo.org/badge/179573047.svg
 [zenodo-latest-url]: https://zenodo.org/badge/latestdoi/179573047