Dynamic phase transitions of periodically forced mean-field ferromagnets are often described by a single order parameter and a scalar conjugate field. Building from previous work, we show that, at the critical period of the mean-field Ginzburg-Landau (MFGL) dynamics with energy , the correct conjugate field is the entire even-Fourier component part of the applied field. The correct order parameter is , where is the Fourier component of the magnetization m(t), and is the Fourier component at the critical period. Using high-accuracy limit-cycle integration and Fourier analysis, we first confirm that, for periodic fields that contain only odd components, the symmetry-broken branch below exhibits (computationally tested for modes ), where . This provides strong evidence that the 1/2 scaling holds for all Fourier modes. We then find three robust facts: (1) Exactly at , adding a small perturbation composed of even Fourier components with an overall field multiplier yields across many . (2) Mode-resolved deviations obey a parity rule: and . (3) These scalings persist in two MFGL models with higher-order nonlinearities.

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