It's a pretty standard machine screw which you should be able to get from any ironmonger or DIY store.
But the problem is probably a film over the contacts. When mine died, I scraped the bar on the battery-holder, and made sure the contacts in the unit itself were clean and sprung out. My dead thermostat then came back to life.
EricB
June 2020