Adds start of code review demo event

- Adds an event for the upcoming code review demo series event

Author: exoticDFT

_events/2025/2025-03-code-review-demo-reproducibility.md

@@ -0,0 +1,25 @@
+---
+title: Code Review Demo - Reproducibility Audit
+excerpt_separator: <!--more-->
+expires: 2025-03-27
+event_date: "March 27, 2025"
+layout: event
+duration: 60
+repeated: false
+category: community-learning
+address: 
+time:
+    - - start: 2025-03-27T19:00:00Z
+        end: 2025-03-27T20:00:00Z
+---
+
+Join us for the first demo of the US-RSE's Code Review Working Group's "Code Review Demo Series". Our first demo will be on "Reproducibility Audits" presented by Eric Scott. Please register for the event at 
+
+<!--more-->
+#### Title
+
+Code Review Demo: Reproducibility Audits
+
+#### Description
+
+This is the first in a series of code review demos hosted by the US-RSE code review working group.  In this demo, we will discuss reproducibility audits, a broad (and shallow) type of code review focused on the following questions: Can I figure out how to get the code to run? Does the code produce the expected outputs? How readable and re-usable is the code?  This type of code review can be useful before submitting a manuscript with associated analysis code, or in the context of a “ReproHack”.