CHANGELOG.md

 # CHANGELOG
 
-### *unreleased*
+### 2021-10-22: `v0.4.1` *release*
+
+- After last minute community feedback (thank you [Sergi Bech Sala](https://renkulab.io/gitlab/sbechsal7) and [Llorenç Lledó](https://renkulab.io/gitlab/llledo)), we decided to modify the way we average the RPS for RPSS. Following [Weigel et al. 2007](https://doi.org/10.1175/MWR3280.1) [#50](https://renkulab.io/gitlab/aaron.spring/s2s-ai-challenge/-/issues/50), [!23](https://renkulab.io/gitlab/aaron.spring/s2s-ai-challenge-template/-/merge_requests/23) implements `RPSS=1-<RPS_ML>/<RPS_clim>`, whereas before we had `RPSS=<1-RPS_ML/RPS_clim>`, where angle brackets `<>` denote the average of the scores over a given number of forecast–observation pairs. Furthermore, we now penalize `NaNs` where numerical values where expected by `RPS=2`.
+- We restart the [`s2saichallengescorer`](https://renkulab.io/gitlab/tasko.olevski/s2s-ai-competition-scoring-image/-/tree/master), which automatically fetches the new scores of previous submissions, so your old submissions are re-evaluated. If you want to evaluate your score yourself, please use the updated [`skill_by_year`](https://renkulab.io/gitlab/aaron.spring/s2s-ai-challenge-template/-/blob/master/notebooks/scripts.py#L200).
 
 
 ### 2021-07-27: `v0.4` *release*

README.md

@@ -5,6 +5,11 @@ the `s2s-ai-challenge`.
 
 You were likely referred here from the [public website](https://s2s-ai-challenge.github.io/).
 
+The submission period for the `s2s-ai-challenge` ended. Please find the steps to join the competition for documentation purposes below.
+However, the `s2saichallengescorer` still remains active. So you can still verify your 2020 predictions in the future and they will show up in the [RPSS leaderboard](https://renkulab.io/gitlab/aaron.spring/s2s-ai-challenge-leaderboard), but do not qualify for prizes.
+
+---
+
 If you have already forked this project, please fork again or pull recent changes.
 Major changes will be also announced on the [challenge website](https://s2s-ai-challenge.github.io/#announcements).
 This template repository will have release tags to track changes.