“…Such invasive modalities include intracranial pressure (ICP) ( Czosnyka et al, 1997 ; Jaeger et al, 2006 ; Zweifel et al, 2008 ; Sorrentino et al, 2012 ), brain tissue oxygen (PbtO 2 ) ( Jaeger et al, 2006 ; Dengler et al, 2013 ), thermal diffusion flowmetry (TDF) ( Rosenthal et al, 2011 ; Dias et al, 2015 ; Highton et al, 2015 ), and laser Doppler flowmetry (LDF) ( Brady et al, 2008 ; Zweifel et al, 2010c ; Lee et al, 2011 ; 2012 ; Zeiler et al, 2018a ; 2018c ). The minimally-invasive modalities include magnetic resonance imaging (MRI) ( Saeed et al, 2011 ), positron emission tomography (PET) ( Steiner L. et al, 2003 ; 2003a ; 2003b ; Coles et al, 2004 ; Zweifel et al, 2008 ), and computed tomography (CT) ( Wintermark et al, 2006 ; Chieregato et al, 2007 ; Peterson and Chesnut, 2009 ) while the non-invasive modalities include transcranial Doppler (TCD) ( Czosnyka et al, 1997 ; 2003 ; Schmidt et al, 2003 ) and near-infrared spectroscopy (NIRS) ( Zweifel et al, 2010b ; Diedler et al, 2011 ; Zeiler et al, 2017a ; Chen et al, 2020 ; Sainbhi et al, 2022 ). CVR metrics based in time-domain from various modalities have seen widespread adoption by clinicians at bedside due to their simple, natural interpretation over the frequency-domain metrics.…”