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The results suggested high performance of prediction. Identified predictor variables were aligned with previous research. The noble predictors found, such as 'witnessed e-cigarette use in their household' and 'perception of their tobacco use', could be used in public awareness or targeted e-cigarette and hookah youth education and for policymakers. The role and effect of radiotherapy in the development of VTE has not been extensively explored; Methods This is a post-hoc analysis from the COMPASS-CAT trial. Patients with breast, lung, col