Result-Review-O3b-lensing.md

@@ -17,7 +17,7 @@ This repository deals with the result review of the machine learning based pipel
 
 Can be found [here](https://git.ligo.org/srashti.goyal/lensid/-/wikis/Result-Review-Final-Statement)
 
-## Reviewer: Jean-Rene Cudell
+### Reviewer: Jean-Rene Cudell
 
 Final Sign-off: :heavy_check_mark: 
 
@@ -61,6 +61,7 @@ In progress: [page](https://git.ligo.org/srashti.goyal/lensid-ml-o3/-/wikis/O3-r
 | [PO and ML plot](https://git.ligo.org/srashti.goyal/lensid-ml-o3/-/blob/master/O3_ML_gwtc3/results_3dec_kaggle_re_pesky_18022022/ML_BLU_scatter_hist_FPPs.pdf) | ML and PO False positive probabilities for all the O3 pairs. Threshold of FPP = 0.01 signifies the pairs considered for joint-pe analysis. | OK-JRC-------- | a0c855f18e7435d977f1fed5a2e806368fde15d8 | --------- | :heavy_check_mark:|
 
 ## Additional: Targeted Sub-threshold Search
+
 | Script/Notebook | Short description | Status | git hash | Comment | final sign-off |
 |-----------------|-------------------|--------|----------|---------|----------------|
 | [sub_data_download_prep.ipynb](https://git.ligo.org/srashti.goyal/lensid-ml-o3/-/blob/master/subthreshold/sub_data_download_prep.ipynb) | Subthreshold candidates data downloading and preparing Qtransforms and input sky features for ML analysis | JRC: OK | ---------- | --------- | ---------------- |
@@ -170,5 +171,13 @@ In progress: [page](https://git.ligo.org/srashti.goyal/lensid-ml-o3/-/wikis/O3-r
 * [x] Update code review page with relevant git hashes and all the scripts/configs.
 * [x] Visually inspect the pairs which are missed or preferred by ML, and try to identify the reason(s).
 * [x] Check if the background is needed to be updated.
-* [ ] Make note of all possible improvements for O4 .
 * [x] Make the plot that will go into the paper, with the latest ML and PO results.
+
+## 14 April 2022
+
+* We finalised the result review.
+
+### Action items:
+
+* [ ] Email co-chairs, and put the final results in the paper.
+* [ ] Make note of all possible improvements for O4 .
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