update MD

Author: woodthom2

content/en/blog/Matching Challenge Winners Announcement renamed to content/en/blog/matching-challenge-winner-announcement.md

@@ -3,32 +3,34 @@ title: "Winners of the Doxa AI Matching Challenge"
 categories: 
   - "development"
 image: "/images/Matching Challenge Banner.png"
-date: 2025-01-12
-url: "/Matching Challenge Winners Announcement/"
+date: 2025-01-13
+url: "/matching-challenge-winner-announcement/"
 ---
 
 ## It's all over!
 
-*The Matching Challenge is now officially closed. Thankyou to everyone who took part.*
+*The Matching Challenge is now officially closed. Thank you to everyone who took part.*
 
 
-The wait is over! We have now closed the Matching Challenge which was hosted on [Doxa AI](https://doxaai.com/competition/harmony-matching). Over the course of the competition we saw a total of 26 participants with 14 finalists making it onto the scoreboard. The final days were tense with many participants improving on their scores, submitting different methods and swapping places at the top of the scoreboard.
+The wait is over! We have now closed the Matching Challenge which was hosted on [DOXA AI](https://doxaai.com/competition/harmony-matching). Over the course of the competition we saw a total of 26 participants with 14 finalists making it onto the [scoreboard](https://doxaai.com/competition/harmony-matching/scoreboard). The final days were tense with many participants improving on their scores, submitting different methods and swapping places at the top of the scoreboard.
 
 The final scoreboard:
 
 {{< image src="/images/Matching Challenge Final Scoreboard.png" alt="Final Scoreboard" >}}
 
 
-##...and the winners are...
+**..and the winners are...**
 
-**1st Place 🏅**
-'End' @oreug, with an impressive MAE of 20.348
-Prize: **£500** in Amazon Vouchers
+
+**1st Place 🏅** {{< htmlcode >}}<br/>{{< /htmlcode >}}
+'End' @oreug, with an impressive MAE (mean absolute error) of 20.348 {{< htmlcode >}}<br/>{{< /htmlcode >}}
+Prize: **£500** in Amazon Vouchers {{< htmlcode >}}<br/>{{< /htmlcode >}}
 Congratulations! look out for an email from us with your prize
 
-**2nd Place 🥈**
-'Raafi' @rafa, with a very close 2nd place MAE of 20.544
-Prize: **£250** in Amazon Vouchers
+
+**2nd Place 🥈** {{< htmlcode >}}<br/>{{< /htmlcode >}}
+'Raafi' @rafa, with a very close 2nd place MAE of 20.544 {{< htmlcode >}}<br/>{{< /htmlcode >}}
+Prize: **£250** in Amazon Vouchers {{< htmlcode >}}<br/>{{< /htmlcode >}}
 Well done 👏👏👏 your prize will be emailed to you soon
 
 **A big thank you to everyone else that took part in the competition, if you weren't successful this time round, fear not, as our [next competition is already open](https://doxaai.com/competition/harmony-parsing) and the prizes are even BIGGER!**
@@ -44,7 +46,7 @@ Well done 👏👏👏 your prize will be emailed to you soon
 
 ## See other events
 
-* 23 January 2025: [Harmony at AI for Good](/psychology-ai-tool/newspeak-house/)
+* 23 January 2025: [Harmony at AI for Good at Newspeak House](/psychology-ai-tool/newspeak-house/)
 * 22 November 2024: [Harmony at Women In Data™️ London Chapter](/open-source-for-social-science/women-in-data/)
 * 8 October 2024: [Harmony: a free online tool using LLMs for research in psychology and social sciences](/psychology-ai-tool/aidl-meetup/)  at AI|DL London
 * 11 and 12 September 2024: [Harmony at MethodsCon Futures](/ai-in-mental-health/harmony-at-methodscon-futures/
@@ -57,6 +59,5 @@ Well done 👏👏👏 your prize will be emailed to you soon
 
 
 
-{{< /htmlcode >}}
-
 {{< card heading="Sign up for our next competition on DOXA AI" copy="Enter the competition on DOXA AI: Your challenge is to develop an improved algorithm for identifying mental health survey questions and selectable answers in plain text." url="https://doxaai.com/competition/harmony-parsing" >}}
+