Abstract Background The methods with which prediction models are usually developed mean that neither the parameters nor predictions should be interpreted causally. For many applications, this is perfectly acceptable. However, when used to support decision making, there often a need for predicting outcomes under hypothetical interventions. Aims We aimed identify published developing and validati...