[c#] What are the benefits to marking a field as `readonly` in C#?

Another interesting part of usage of readonly marking can be protecting field from initialization in singleton.

for example in code from csharpindepth:

public sealed class Singleton
{
    private static readonly Lazy<Singleton> lazy =
        new Lazy<Singleton>(() => new Singleton());

    public static Singleton Instance { get { return lazy.Value; } }

    private Singleton()
    {
    }
}

readonly plays small role of protecting field Singleton from being initialized twice. Another detail is that for mentioned scenario you can't use const because const forces creation during compile time, but singleton makes creation at run time.