It’s a flawed study.
“... causal structure between the global radiative forcing and the annual global mean surface temperature anomalies (GMTA) since 1850.“
They are not mathematically calculating a correlation coefficient and they are intentionally ignoring pre Industrial Age data. Sample size matters... 169 years vs 800,000 years of ice core data.