Diverging Northern Hemisphere trends in meteorological versus ecological indicators of spring onset in CMIP6

Plant phenology regulates the carbon cycle and land-atmosphere coupling. Currently, climate models often disagree with observations on the seasonal cycle of vegetation growth, partially due to how spring onset is measured and simulated. Here we use both thermal and leaf area index (LAI) based indicators to characterize spring onset in CMIP6 models. Although the historical timing varies considerably across models, most agree that spring has advanced in recent decades and will continue to arrive earlier with future warming. Across the Northern Hemisphere for the periods 1950-2014, 1981-2014, and 2015-2099 in the historical and SSP5-8.5 simulations, thermal-based indicators estimate spring advances of -0.7 +/- 0.2, -1.4 +/- 0.4, and -2.4 +/- 0.7 days/decade, while LAI-based indicators estimate -0.4 +/- 0.3, -0.1 +/- 0.3, and -1 +/- 1.1 days/decade. Thereby, LAI-based indicators exhibit weaker trends toward earlier onset, leading to uncertainties from different indices being as large or larger than model uncertainty. Reconciling these discrepancies is critical for understanding future changes in spring onset.