If you drop an ice cube into a glass of water, it will float until it melts. But if you cool the water slowly, at some point it all freezes at once: that's a first-order phase transition: abrupt, with a clear boundary. But it can also happen differently: when heated, a magnet loses its properties not in a jump but gradually, without a visible threshold. Similar transformations (not with water or a magnet, but with gravity itself) occur in neutron stars.
A neutron star is the ultra-dense remnant of an exploded star, where matter is compressed so much that a teaspoon would weigh billions of tons. In some theories of gravity, such a star can acquire an additional field — called a scalar field. When the field "wakes up," the star begins to attract more strongly, even though its mass doesn't change. This process is scalarization — the astrophysical analog of freezing or magnetizing.
Until now, it was unclear why in some cases scalarization happens abruptly, like a blow, and in others smoothly, almost imperceptibly. The authors took the energy of the whole system and carefully decomposed it into components, as if taking apart a complex mechanism down to its screws. It turned out that the character of the transition is encoded in the details of the coupling between the scalar field and the curvature of spacetime. By tweaking these details, you can get either a "clicking" first-order transition or a "soft" second-order one, and now it's clear which parameters are responsible for what.
This matters for observations: if the transition is sharp, the star can produce characteristic signals — for instance, gravitational waves that detectors can catch. Knowing the mechanism, astronomers will be able to use such signals to determine what's going on inside the star, much like tapping a wall and guessing at hidden cavities from the sound.
Supercooled water in clouds stays liquid at minus forty until it meets a dust particle or ice crystal — then it freezes instantly. Similarly, a neutron star may "wait" for a nudge to abruptly change its gravity.
In Robert Forward's novel Dragon's Egg, a neutron star is home to intelligent life, and abrupt changes in gravity there become natural disasters.