Machine learning versus regression modelling in predicting individual healthcare costs from a representative sample of the nationwide claims database in France.

RF should be preferred when the objective is to best predict medical costs. When the objective is to understand the contribution of predictors, GLM was well suited with demographics, conditions and base year cost.