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    High-temperature modulations, mesoscale interactions, and hyperscaling breakdown in Ising models with frustration: Some insights from thermodynamic geometry

    Soumen Khatua*, Vikram Patil†, and Anurag Sahay‡

    Riekshika Sanwari§

    • Patna Women's College, Patna, Bihar 800001, India

    • *Contact author: soumenk.ph21.ph@nitp.ac.in
    • †Contact author: vikrampatil@nitp.ac.in
    • ‡Contact author: anuragsahay@nitp.ac.in
    • §Contact author: riekshikas.phd19.ph@nitp.ac.in

    Phys. Rev. E 113, 024127 – Published 18 February, 2026

    DOI: https://doi.org/10.1103/d6vn-7p38

    Abstract

    In this work we revisit the axial third-nearest-neighbor Ising chain and examine in detail some aspects of its phase behavior ensuing from competing interactions and resulting frustration. We probe the phase behavior with two complimentary tools: a microscopic two-point correlation function C(n), which we carefully construct after appropriate spin transformations, and a macroscopic, thermodynamic curvature R which we obtain from the free entropy. We report observations of phenomena such as hyperscaling breakdown and intermediate-ranged modulations among others. The zero-field thermodynamic curvature R0 is shown to systematically subdivide the ground-state phases into regions of attractive or repulsive effective interactions of varying strength. Furthermore, R0 brings forth the significance of some third-order moments in describing the effects of frustration, including the multiphase lines. Combined use of both the tools in the short-ranged modulated order regime confirms and further clarifies the discussion in [S. Khatua et al., Phys. Rev. E 111, L022105 (2025)] regarding the appropriate measure of high temperature correlation length in this regime.

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