“…In 2021, Hara et al reported that pre-procedural biological parameters, such as CRP and Hb were associated with 10-year mortality post-revascularization, regardless of revascularization technique. [16] In our study, the ML model was built using a combination of baseline clinical characteristics, biochemical and imaging parameters and unconventional potentially important prognostic factors, such as pulmonary hypertension, CRP, Hb, carotid disease, and total occlusion which were all found to play a key role in predicting 5-year all-cause death.…”