Explain the near time-invariance of the land–ocean amplification factor
Determine why the land–ocean amplification factor remains nearly time-invariant, or decreases only modestly, during historical and future scenario experiments and in observations of recent climate, despite evolving substantially in abrupt-4×CO₂ experiments.
References
It is less clear, however, why $\phi$ remains nearly time-invariant (or shows a very modest decrease) over the historical period and future scenarios.
— Radiative and Dynamical Controls on the Land-Ocean Warming Contrast in Climate Models
(2609.03658 - Giani et al., 3 Sep 2026) in Section 3.3, “The time-evolution of φ”