diff --git a/docs/paper.bib b/docs/paper.bib
index 02a718cb..c5eb393e 100644
--- a/docs/paper.bib
+++ b/docs/paper.bib
@@ -121,15 +121,6 @@ @Article{Brown:2021
 	year         = {2021},
 	doi          = {10.1175/bams-d-19-0093.1}
 }
-@Article{loveday2024jive,
-	title={The Jive Verification System and its Transformative Impact on Weather Forecasting Operations}, 
-	author={Nicholas Loveday and Deryn Griffiths and Tennessee Leeuwenburg and Robert Taggart and Thomas C. Pagano and George Cheng and Kevin Plastow and Elizabeth Ebert and Cassandra Templeton and Maree Carroll and Mohammadreza Khanarmuei and Isha Nagpal},
-	year={2024},
-	eprint={2404.18429},
-	archivePrefix={arXiv},
-	primaryClass={physics.ao-ph},
-	doi={10.48550/arXiv.2404.18429}
-}
 @book{Griffiths:2017,
 	title	     = {Advice for automation of forecasts: a framework},
 	author		 = {Griffiths, Deryn and Jack, Harry and Foley, Michael and Ioannou, Ioanna and Liu, Maoyuan},
@@ -230,7 +221,15 @@ @article{griffiths2021circular
   publisher={CSIRO Publishing},
   doi={10.1071/es21010}
 }
- @article{Ferro_2013, 
+@misc{loveday2024jive,
+      title={The Jive Verification System and its Transformative Impact on Weather Forecasting Operations}, 
+      author={Nicholas Loveday and Deryn Griffiths and Tennessee Leeuwenburg and Robert Taggart and Thomas C. Pagano and George Cheng and Kevin Plastow and Elizabeth Ebert and Cassandra Templeton and Maree Carroll and Mohammadreza Khanarmuei and Isha Nagpal},
+      year={2024},
+      eprint={2404.18429},
+      archivePrefix={arXiv},
+      primaryClass={physics.ao-ph}
+}
+@article{Ferro_2013, 
 	title={Fair scores for ensemble forecasts: Fair Scores for Ensemble Forecasts}, 
 	volume={140}, 
 	ISSN={0035-9009}, 
@@ -243,8 +242,8 @@ @article{Ferro_2013
 	year={2013}, 
 	month=dec, 
 	pages={1917–1923}
-  }
- @article{Gneiting_2007, 
+}
+@article{Gneiting_2007, 
 	title={Strictly Proper Scoring Rules, Prediction, and Estimation}, 
 	volume={102}, ISSN={1537-274X}, 
 	url={http://dx.doi.org/10.1198/016214506000001437}, 
@@ -256,5 +255,5 @@ @article{Gneiting_2007
 	year={2007}, 
 	month=mar, 
 	pages={359–378}
- }
+}
 
diff --git a/docs/paper.md b/docs/paper.md
index 56ea3667..100383ec 100644
--- a/docs/paper.md
+++ b/docs/paper.md
@@ -54,7 +54,7 @@ In order to meet the needs of researchers, `scores`:
 
 ## Roadmap and Future Development
 
-At the time of writing, the scores contained in this package are: Mean Squared Error (MSE), Mean Absolute Error (MAE), Root Mean Squared Error (RMSE), the Fixed Risk Multicategorical (FIRM) score [@Taggart:2022a], Continuous Ranked Probability Score (CRPS) for Cumulative Distribution Functions (CDFs) (including threshold-weighting, see [@Gneiting:2011]), CRPS for ensembles [@Gneiting_2007], [@Ferro_2013], the Flip-Flop Index [@Griffiths:2019; @griffiths2021circular], Receiver Operating Characteristic (ROC) curves, the quantile score, and the Murphy score [@Ehm:2016]. It also includes the Diebold-Mariano statistical test [@Diebold:1995] with both the [@Harvey:1997] and [@Hering:2011] modifications. Additionally it contains isotonic regression which is becoming an increasingly important tool in forecast verification and can be used to generate stable reliability diagrams [@dimitriadis2021stable]. We anticipate more scores, metrics and statistical techniques will be added over time.
+At the time of writing, the scores contained in this package are: Mean Squared Error (MSE), Mean Absolute Error (MAE), Root Mean Squared Error (RMSE), the Fixed Risk Multicategorical (FIRM) score [@Taggart:2022a], Continuous Ranked Probability Score (CRPS) for Cumulative Distribution Functions (CDFs) (including threshold-weighting, see [@Gneiting:2011]), CRPS for ensembles [@Gneiting_2007; @Ferro_2013], the Flip-Flop Index [@Griffiths:2019; @griffiths2021circular], Receiver Operating Characteristic (ROC) curves, the quantile score, and the Murphy score [@Ehm:2016]. It also includes the Diebold-Mariano statistical test [@Diebold:1995] with both the [@Harvey:1997] and [@Hering:2011] modifications. Additionally it contains isotonic regression which is becoming an increasingly important tool in forecast verification and can be used to generate stable reliability diagrams [@dimitriadis2021stable]. We anticipate more scores, metrics and statistical techniques will be added over time.
 
 The `scores` roadmap includes:
 
@@ -69,7 +69,7 @@ The `scores` roadmap includes:
 
 In 2015, the Australian Bureau of Meteorology began developing a new verification system called Jive. For a description of Jive see [@loveday2024jive].
 
-The Jive verification metrics have been used by [@Griffiths:2017], [@Foley:2020], [@Taggart:2022b], [@Taggart:2022c] and [@Taggart:2022d].
+The Jive verification metrics have been used to support several publications [@Griffiths:2017; @Foley:2020; @Taggart:2022b; @Taggart:2022c; @Taggart:2022d].
 
 `scores` has arisen from the Jive verification system. `scores` includes mathematical functions from Jive and is intended to modularise these functions and make them available as an open source package.