A phase transition is a qualitative change of thermodynamic phase as control parameters such as temperature, pressure or chemical potential are varied. A genuine equilibrium singularity is a nonanalyticity of the appropriate thermodynamic potential in the thermodynamic limit; finite systems generally show rounded crossovers instead.
An order parameter is a macroscopic quantity that distinguishes the phases. It often vanishes in a symmetric disordered phase and becomes nonzero after spontaneous symmetry breaking, although density-driven transitions need not have that simple symmetry interpretation. It can be a scalar, vector or tensor. At a first-order phase transition an appropriate first derivative of the free energy is discontinuous, and the order parameter commonly jumps; at a continuous phase transition the order parameter can approach zero continuously while a susceptibility or a higher derivative becomes singular.
Three examples are:
These examples also illustrate why an order parameter must reflect the physical distinction between phases rather than merely be any quantity that changes with temperature.
For indistinguishable classical particles the canonical partition function is an integral over phase space,
The factor removes overcounting under particle permutations, and makes the classical phase-space measure dimensionless. The pair potential depends only on positions, so all momentum integrations separate. The three-dimensional Gaussian integral for each particle gives
The grand canonical partition function is , where chemical potential controls the mean number of particles. Therefore
For , the empty products and configurational integral equal one. The factor in the interaction prevents double counting of unordered particle pairs.
Write for the number of cells; this is fixed even though the particle number fluctuates. Approximate each position integral by the cell sum , evaluating the slowly varying intercell pair potential at cell centres. With the assumed single-occupancy restriction, the fixed- contribution becomes
An occupation configuration with selects an unordered set of occupied cells. There are exactly ways to assign the temporary particle labels to that set. They all have the same interaction energy, cancelling the prefactor .
Summing over all particle numbers is therefore equivalent to summing each cell occupation independently over :
The activity per cell, , is dimensionless. This is a lattice gas, with each cell either empty or occupied.
The exclusion of multiple occupation is an additional physical modeling assumption, explicitly imposed by the question. Making a cell small does not by itself forbid two point particles from entering it; a repulsive core or a dilute-occupancy approximation would be needed to justify that restriction starting from a general continuum pair potential. In the remaining parts it is part of the defined cell model.
Let be the coordination number of a lattice, the number of nearest neighbours of each cell away from boundaries. Define an effective chemical potential incorporating the cell's translational entropy:
Use for an unordered nearest-neighbour bond, counted once. The occupation Hamiltonian including the chemical-potential term is
Under , one bond contributes
In a regular lattice with periodic boundary conditions, the number of bonds is , and each spin occurs in linear bond terms. Therefore
The pair sum equals one half of the ordered sum used in the paper. Consequently the effective field is
Thus is the Ising model partition sum, including the displayed spin-independent constant if its absolute normalization is required. Dropping that constant changes by a multiplicative factor but leaves spin probabilities and the phase-transition argument unchanged. For simple cubic cells in three dimensions, and the first term in is . Open boundaries replace by the local coordination near the surface; the stated uniform field is the bulk or periodic-lattice result.
For attractive nearest-neighbour interactions, , the transformed model is a ferromagnetic Ising model. In three dimensions and at , its infinite-volume spontaneous magnetization has two branches. As the effective field crosses zero, the equilibrium mean spin changes discontinuously from a negative value to a positive value. Since , varying the physical chemical potential crosses this same first-order phase transition.
The particle-hole-symmetric coexistence line is
The mean Ising spin is a rescaled occupation density. Writing for the physical number density,
The negative-spin phase is a dilute gas and the positive-spin phase is a dense, liquid-like phase. If the spontaneous spin magnitude at coexistence is , their number densities are
Thus the physical order parameter is a density or occupation imbalance, not an actual magnetic moment of these particles. In a closed system with an intermediate mean density, the same transition appears as phase coexistence between the two densities. At the density contrast vanishes continuously; above , sweeping the chemical potential gives no coexistence jump. A true discontinuity requires the thermodynamic limit; a finite sum over finitely many cells remains analytic.

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