All the events advertised actually take place, unless something really unusual happens. We do have a look at which clubs the JOYclub partners with and you can see the seals of approval or star ratings on their site. So there will be a party if you show up, of course it is also up to you, what you do with your time there.
As a new comer I can recommend giving it a try, but manage your expectations. Like go there with the intent to figuring out the place and having a nice evening. Of course play can happen, but it is not garanteed. Talk to people also, get to know the scene a little.