“…However, an alkalinity bias alone does not explain all the models that underestimate pCO 2,nonT , relative to pCO 2,T , as we analyze here. For example, Vaittinada Ayar et al (2022) shows that IPSL-CM6A-LR doesn't have a strong alkalinity bias, however, we find that its pCO 2,nonT : pCO 2,T variance ratio is weaker than the ratio in MRI-ESM2-0 (Figure 7b), which is a model they show with a strong alkalinity bias.…”