sqlite-net: Unable to load e_sqlite3 in Windows 8.1 project

I’m getting an error trying to create an SQLiteConnection in a Windows 8.1 project, it’s code that works fine on Android and iOS builds. The steps to reproduce it are as follows:

1. Create a Blank Xaml App (Xamarin.Forms.Portable) in Visual Studio Community
2. Use NuGet manager to add sqlite-net-pcl v1.3.1 to the Windows 8.1 project
3. Add the following function to the Windows 8.1 App class:

protected override void OnWindowCreated(WindowCreatedEventArgs args)
{
	base.OnWindowCreated(args);

	try
	{
		var path = ApplicationData.Current.LocalFolder.Path + @"\mydb.db3";
		var connection = new SQLiteConnection(path, SQLiteOpenFlags.Create);
		connection.Close();
	}
	catch (Exception e)
	{
		Debug.WriteLine(e.Message);
		if (e.InnerException != null)
			Debug.WriteLine(e.InnerException.Message);
	}
}

1. Build and run the Windows 8.1 application. The exception is thrown and the following output generated:

The type initializer for 'SQLite.SQLiteConnection' threw an exception.
Unable to load DLL 'e_sqlite3': The specified module could not be found. (Exception from HRESULT: 0x8007007E)

Is this a bug, or do I need to do something different on Windows builds?