{"total":1,"items":[{"citing_arxiv_id":"2608.01811","ref_index":2,"ref_count":1,"confidence":0.88,"is_internal_anchor":false,"paper_title":"Universal Scaling of the Magnetocaloric Effect in 2D Ising Monolayers and Bilayer","primary_cat":"cond-mat.stat-mech","submitted_at":"2026-08-03T07:22:22+00:00","verdict":"CONDITIONAL","verdict_confidence":"MODERATE","novelty_score":6.0,"formal_verification":"none","one_line_summary":"Monte Carlo simulations show that normalized magnetocaloric response functions collapse onto a single universal curve for square, honeycomb, and triangular Ising lattices in monolayer and bilayer forms.","context_count":1,"top_context_role":"background","top_context_polarity":"unclear","context_text":"Grant in Engineering Management and Sciences (RGEMS) grant with order number VIT-AP/SpoRIC/RGEMS/2024- 2025/005. The authors acknowledge the insightful discussions with Arghya Taraphder. References [1] P. Weiss, A. Piccard, Le phénomène magnétocalorique, Journal de Physique Théorique et Appliquée 7 (1) (1917) 103-109.doi:10.1051/jphystap:019170070010300. [2] A. Tishin, Y . Spichkin, The Magnetocaloric Effect and its Applications, 2010.doi:10.1201/9781420033373. 23 [3] G. W. McNerney, The environmental impact and energy efficiency of magnetocaloric refrigeration systems, International Journal of Environmental Sustainability and Green Technologies 15 (1) (2025) 1-13.doi:10. 4018/ijesgt.369160. [4] U. Lucia, G. Grisolia, Magnetocaloric refrigeration in the context of sustainability: A review of thermodynamic"}],"limit":50,"offset":0}