“…We further excluded 106 publications based on the exclusion criteria. Finally, 23 studies describing the development of prediction models were included, of which 16 ( Gregor et al, 1996 ; Blay et al, 1998 ; Klein et al, 2002 ; Kaleita et al, 2004 ; van Beek et al, 2007 ; Wang et al, 2010 ; Starke et al, 2011 ; Gondi et al, 2012 ; Kangas et al, 2012 ; Chapman et al, 2016 ; Wong et al, 2019 ; Dutz et al, 2020 ; Gui et al, 2020 ; Tibbs et al, 2020 ; Langegård et al, 2021 ; Zamanipoor Najafabadi et al, 2021 ) studies included patients with primary and 7 ( Wolfson et al, 2011 ; Gondi et al, 2013 ; Nakazaki and Kano, 2013 ; Chen et al, 2017 ; Yamamoto et al, 2017 ; Gui et al, 2019 ; Brown et al, 2020 ) with metastatic brain tumors. No external validation studies were identified.…”