Fig. 1.

PRISMA flow diagram. ^‡The majority of papers excluded at this stage did not meet our first inclusion criterion: that is, they did not focus on prediction under hypothetical interventions; these papers either did not use prediction models at all, or only used prediction modelling to enrich causal inference